[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"06f876e10da510706d1d632981a36240de3810087ca24faf383a63685f54ea37","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n12\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376), (PHYSICS 201,207,247,E M A 202or M E 240),CBE 250, and (CBE 255or concurrent enrollment), or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n5\",\"n11\",\"n13\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376), (PHYSICS 201,207,247,E M A 202or M E 240),CBE 250, and (CBE 255or concurrent enrollment)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"234\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"376\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 201,207,247,E M A 202or M E 240)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":201,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"201\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":207,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"207\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":247,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"247\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"EMA\"],\"timing\":\"prior\"},\"evidence\":\"E M A 202\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"M E 240\",\"course\":null,\"evidence\":\"M E 240\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":250,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 250\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":255,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CBE 255\",\"id\":\"n13\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n12\",\"kind\":\"condition\"}],\"notes\":[\"PHYSICS 247, EMA 202, and ME 240 are referenced in requirements_text but not present in lookup_evidence. ME 240 is also absent from linked_courses. Treated as verbatim conditions requiring review.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"06f876e10da510706d1d632981a36240de3810087ca24faf383a63685f54ea37","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 250\",\"field\":\"description\",\"quote\":\"An introduction to the invention of processes for the large scale, low cost processing of materials such as water, chemicals, petroleum products, food, drugs and wastes.\"},{\"course_id\":\"CBE 255\",\"field\":\"description\",\"quote\":\"Introduction to modeling of chemical processes and introduction to using modern computational tools to analyze the models.\"}],\"text\":\"Process synthesis and modeling fundamentals\"},{\"evidence\":[{\"course_id\":\"MATH 234\",\"field\":\"description\",\"quote\":\"Introduction to calculus of functions of several variables; calculus on parameterized curves, derivatives of functions of several variables, multiple integrals, vector calculus.\"},{\"course_id\":\"MATH 376\",\"field\":\"description\",\"quote\":\"Topics in multi-variable calculus and introduction to differential equations.\"}],\"text\":\"Multi-variable calculus and differential equations\"},{\"evidence\":[{\"course_id\":\"PHYSICS 201\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for engineering students. Mechanics: kinematics, statics, dynamics; energy and momentum.\"},{\"course_id\":\"PHYSICS 207\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for students majoring in biological sciences. Mechanics: kinematics, statics, dynamics; energy and momentum. Heat and sound.\"}],\"text\":\"Calculus-based physics mechanics and thermodynamics\"}],\"search_phrases\":[\"chemical process thermodynamics\",\"energy balances steady state\",\"chemical reaction equilibria\",\"CBE 310 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics, energy balances, applications to steady state and unsteady state processes, behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"Thermodynamic analysis and energy balance calculations\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"Fluid behavior and reaction equilibrium modeling\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"title\",\"quote\":\"CHEMICAL PROCESS THERMODYNAMICS\"},{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics, energy balances, applications to steady state and unsteady state processes, behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"CBE 310 teaches thermodynamic principles, energy balances, and reaction equilibria for chemical processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"thermodynamics, energy balances, applications to steady state and unsteady state processes\"}],\"text\":\"Thermodynamics and energy balances\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"behavior of pure fluids\"}],\"text\":\"Pure fluid behavior\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"chemical reaction equilibria\"}],\"text\":\"Chemical reaction equilibria\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"06f876e10da510706d1d632981a36240de3810087ca24faf383a63685f54ea37","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Extremely clear in lecture. Explains every step thoroughly and has a slightly quirky sense of humor. He teaches from the book, which I think is good because if you miss a lecture you can catch up, but he explains each step well. Exams are from lecture, challenging, usually has one question extending your knowledge beyond lecture.\",\"course_id\":\"CBE 310\",\"date\":\"2012-05-12 17:01:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7991417359d7db3c70d8070c\",\"instructor_id\":\"rmp:324305\",\"instructor_name\":\"Manos Mavrikakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjY3Mzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/324305\"},{\"comment\":\"Best teacher I've had in CBE. Her homework and exams are challenging, but its an engineering class so this should have been a given.  Her exams are heavily based on her notes, but there is always a curve ball question that is used to separate the A's from B's.  Phenomenal lecturer, and very helpful. Go to office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-14 23:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2ccdfb2e824ae2e34b16ac5f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzUzOTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"Get ready to read a lot. Your TA will be your best friend in this class. Tormos is horrible at using a board to show how he solves problems. Puts information all over the board and is very hard to follow. Does not draw and spell clearly. Only his second semester teaching and he teaches a thermo class that is the basis for CBE...\",\"course_id\":\"CBE 310\",\"date\":\"2017-05-03 14:26:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d186e3af35cdc1aaa539ebb0\",\"instructor_id\":\"rmp:2241468\",\"instructor_name\":\"Christian Tormos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI4MTk4ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2241468\"},{\"comment\":\"Prof Gebbie is nice and easy, but his teaching is poor. He rarely has a lecture plan so they are always disorganized. He barely uses the board or PowerPoint so he literally just rants the entire class with little order. Explanations are convoluted and given too fast. The class overall lacks engagement and he blames it on iPhones and the digital age\",\"course_id\":\"CBE 310\",\"date\":\"2024-05-06 18:46:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9fc460fdf654485344f12333\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"},{\"comment\":\"Lectures are useless, no regard for other people's time, never provides direct answers.\",\"course_id\":\"CBE 310\",\"date\":\"2025-04-19 01:44:53 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"98aa21159f0dfa1090bf1012\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTgwMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":5,\"review_ids\":[\"7991417359d7db3c70d8070c\",\"2ccdfb2e824ae2e34b16ac5f\",\"d186e3af35cdc1aaa539ebb0\",\"9fc460fdf654485344f12333\",\"98aa21159f0dfa1090bf1012\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"},{\"id\":\"rmp:2241468\",\"name\":\"Christian Tormos\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:324305\",\"name\":\"Manos Mavrikakis\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are praised for clear, organized lectures and accessibility, while others are criticized for disorganized lectures, poor board work, and lack of explanation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"First half of the class was very interesting, but after the first midterm it got boring. He tried to make it entertaining and was good at explaining very dry material. Exams were fair, very long, but definitely based on the homework and lectures. Do the homework and understand it, go to office hours, they'll help a lot.\",\"course_id\":\"CBE 310\",\"date\":\"2010-07-10 19:24:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b73359161b4be0f16ba29996\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE3NDA3NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"Great Professor, he really tries hard to make thermodynamics applicable to real world scenarios. The class itself definitely was dry at times, but he did his best to keep it interesting. Exams were always way too long however, and I never had time to finish them.\",\"course_id\":\"CBE 310\",\"date\":\"2011-07-24 12:15:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c5b8a137e1b5664c78e7f5e8\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4ODQ1ODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"I understand that it's an engineering course and should be hard. However,  the length of the exams is ridiculous. You are not able to finish them all in class time(50 mins). Could have done better if extra time was given for sure.\",\"course_id\":\"CBE 310\",\"date\":\"2016-01-09 19:47:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bb86f9042440ee097310d0ca\",\"instructor_id\":\"rmp:2093086\",\"instructor_name\":\"Natasha Mallette\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1OTA5NDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2093086\"},{\"comment\":\"She made 7 midterms, each weighing 10%. Each midterm last 30min, and once you make a mistake, you have no time to go back.\",\"course_id\":\"CBE 310\",\"date\":\"2021-02-19 05:25:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab276f46934ddd8488bcee47\",\"instructor_id\":\"rmp:2656896\",\"instructor_name\":\"Katelyn Dahlke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM0Mzc0NTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2656896\"},{\"comment\":\"While knowledgeable, he's a poor professor. Lectures are unengaging and irrelevant to exams. Exams focus on topics only vaguely related to the course, lacking relevance to homework or classwork. He refuses to provide practice exams, simply telling students to 'read the textbook' for extra problems.\",\"course_id\":\"CBE 310\",\"date\":\"2026-04-24 00:58:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c44bf1257c451218fc381147\",\"instructor_id\":\"rmp:3158439\",\"instructor_name\":\"Rahul Sujanani\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyOTE5OTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3158439\"}],\"evidence_count\":5,\"review_ids\":[\"b73359161b4be0f16ba29996\",\"c5b8a137e1b5664c78e7f5e8\",\"bb86f9042440ee097310d0ca\",\"ab276f46934ddd8488bcee47\",\"c44bf1257c451218fc381147\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1358035\",\"name\":\"Brian Pfleger\"},{\"id\":\"rmp:2093086\",\"name\":\"Natasha Mallette\"},{\"id\":\"rmp:2656896\",\"name\":\"Katelyn Dahlke\"},{\"id\":\"rmp:3158439\",\"name\":\"Rahul Sujanani\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Exams are consistently described as very long, challenging, and time-consuming, often making it difficult to finish. Some students feel the exams are unfair or disconnected from lecture material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"well-prepared for every lecture, explains like you're five, everyone get what she explains in class. But the homework shows you that life isn't easy, it take a huge amount of time. but forces you to understand the material. exams are tough as well\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-18 00:08:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"cf38aed52c78c880a65ea69f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzY3OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"He wants to see you succeed in all aspects of your life, not just class. Lectures are incredibly clear and very well organized and going to lecture is a must. Great personality that makes the lectures very interesting, and always gives reasonable homework. When the homework is hard, you can definitely get it solved in office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2019-01-26 19:17:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"888c20c7f774a5f96192428a\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMzA4MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"Prof. Miller is a great lecturer and genuinely cares about his students. His classes were tough (especially his exams, which were a real exercise in time-management), but I learned a lot and surprisingly got through Thermodynamics pretty well. Would definitely recommend him for anyone studying CBE at UW-Madison.\",\"course_id\":\"CBE 310\",\"date\":\"2020-04-24 01:08:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d6f896b8cc3c94e3a95f4537\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTE3NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"This course depends on you building basics to solve problems that are way advanced that the HW. But the problem is the lack of material to study from to build these basics. Be prepared for averages around 40 for each exam. Also, unhelpful through piazza and inaccessible. You will be purely on your own for this class. He made me hate my major.\",\"course_id\":\"CBE 310\",\"date\":\"2022-05-16 18:50:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c8a2f9ac8374461a2009464a\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"}],\"evidence_count\":4,\"review_ids\":[\"cf38aed52c78c880a65ea69f\",\"888c20c7f774a5f96192428a\",\"d6f896b8cc3c94e3a95f4537\",\"c8a2f9ac8374461a2009464a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2459621\",\"name\":\"James Miller\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"The course requires a significant time commitment, particularly for homework which is described as taking a huge amount of time and forcing deep understanding. However, some instructors provide reasonable homework loads.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-03fec27af95860a0bfdd385b","output_id":"06f876e10da510706d1d632981a36240de3810087ca24faf383a63685f54ea37","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"8e9bd60f32082ddff374a314b229d381c5f9663ef8e4f4e37380c744c01be072\",\"course_id\":\"CBE 310\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1373dfdd0174083f70760ab4\",\"message\":null,\"name\":\"Matt Gebbie\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2688110\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Matt Gebbie is described as caring, friendly, and accommodating regarding student well-being and schedule conflicts. Reviewers note he is approachable and takes feedback seriously, with one student predicting continued improvement in his teaching.\"},{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"However, multiple reviewers criticize his lecture structure as disorganized, confusing, and lacking clear plans or visual aids. Students report that his explanations are often convoluted, he covers irrelevant topics in depth, and he is inaccessible or unhelpful through online platforms.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.01 GPA, 29.3% A/AB (n=58 letter grades); Spring 2023: 3.01 GPA, 36.2% A/AB (n=58 letter grades); Fall 2024: 3.04 GPA, 35.9% A/AB (n=39 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"The course is a challenge that tests conceptual thermodynamics understanding. Homework is low-point but harshly graded, and success depends on completing assigned readings rather than relying solely on lectures or homework problems.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Matt Gebbie is described as caring and accommodating, but his teaching quality is polarizing. Students report disorganized lectures and a heavy reliance on independent textbook study, with opinions ranging from fine instruction to poor delivery.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.10 GPA, 47.9% A/AB (n=48 letter grades); Fall 2025: 3.01 GPA, 37.8% A/AB (n=45 letter grades); Spring 2026: 3.10 GPA, 46.2% A/AB (n=65 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Lectures are frequently criticized as disorganized, unstructured, and confusing due to a lack of lecture plans or visual aids. Conversely, TAs are noted as helpful for clarifying concepts, and the professor is praised for being approachable and accommodating regarding exam conflicts.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"BRIAN PFLEGER is recorded teaching in Spring 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"CHRISTIAN TORMOS is recorded teaching in Fall 2016, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JAMES MILLER is recorded teaching in Fall 2017, Spring 2018, Fall 2018, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"KATELYN DAHLKE is recorded teaching in Fall 2020, Fall 2023, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"MATT GEBBIE is recorded teaching in Spring 2022, Spring 2023, Fall 2024. 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Heat and sound.\"}],\"text\":\"Calculus-based physics mechanics and thermodynamics\"}],\"search_phrases\":[\"chemical process thermodynamics\",\"energy balances steady state\",\"chemical reaction equilibria\",\"CBE 310 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics, energy balances, applications to steady state and unsteady state processes, behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"Thermodynamic analysis and energy balance calculations\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"Fluid behavior and reaction equilibrium modeling\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"title\",\"quote\":\"CHEMICAL PROCESS THERMODYNAMICS\"},{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics, energy balances, applications to steady state and unsteady state processes, behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"CBE 310 teaches thermodynamic principles, energy balances, and reaction equilibria for chemical processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"thermodynamics, energy balances, applications to steady state and unsteady state processes\"}],\"text\":\"Thermodynamics and energy balances\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"behavior of pure fluids\"}],\"text\":\"Pure fluid behavior\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"chemical reaction equilibria\"}],\"text\":\"Chemical reaction equilibria\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b0b9cadb298639f2cc2fb464a0f4994b82736036ff78a8c763e9b2fc92fd4fe6","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Extremely clear in lecture. Explains every step thoroughly and has a slightly quirky sense of humor. He teaches from the book, which I think is good because if you miss a lecture you can catch up, but he explains each step well. Exams are from lecture, challenging, usually has one question extending your knowledge beyond lecture.\",\"course_id\":\"CBE 310\",\"date\":\"2012-05-12 17:01:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7991417359d7db3c70d8070c\",\"instructor_id\":\"rmp:324305\",\"instructor_name\":\"Manos Mavrikakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjY3Mzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/324305\"},{\"comment\":\"Best teacher I've had in CBE. Her homework and exams are challenging, but its an engineering class so this should have been a given.  Her exams are heavily based on her notes, but there is always a curve ball question that is used to separate the A's from B's.  Phenomenal lecturer, and very helpful. Go to office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-14 23:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2ccdfb2e824ae2e34b16ac5f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzUzOTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"Get ready to read a lot. Your TA will be your best friend in this class. Tormos is horrible at using a board to show how he solves problems. Puts information all over the board and is very hard to follow. Does not draw and spell clearly. Only his second semester teaching and he teaches a thermo class that is the basis for CBE...\",\"course_id\":\"CBE 310\",\"date\":\"2017-05-03 14:26:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d186e3af35cdc1aaa539ebb0\",\"instructor_id\":\"rmp:2241468\",\"instructor_name\":\"Christian Tormos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI4MTk4ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2241468\"},{\"comment\":\"Prof Gebbie is nice and easy, but his teaching is poor. He rarely has a lecture plan so they are always disorganized. He barely uses the board or PowerPoint so he literally just rants the entire class with little order. Explanations are convoluted and given too fast. The class overall lacks engagement and he blames it on iPhones and the digital age\",\"course_id\":\"CBE 310\",\"date\":\"2024-05-06 18:46:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9fc460fdf654485344f12333\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"},{\"comment\":\"Lectures are useless, no regard for other people's time, never provides direct answers.\",\"course_id\":\"CBE 310\",\"date\":\"2025-04-19 01:44:53 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"98aa21159f0dfa1090bf1012\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTgwMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":5,\"review_ids\":[\"7991417359d7db3c70d8070c\",\"2ccdfb2e824ae2e34b16ac5f\",\"d186e3af35cdc1aaa539ebb0\",\"9fc460fdf654485344f12333\",\"98aa21159f0dfa1090bf1012\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"},{\"id\":\"rmp:2241468\",\"name\":\"Christian Tormos\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:324305\",\"name\":\"Manos Mavrikakis\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are praised for clear, organized lectures and accessibility, while others are criticized for disorganized lectures, poor board work, and lack of explanation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"First half of the class was very interesting, but after the first midterm it got boring. He tried to make it entertaining and was good at explaining very dry material. Exams were fair, very long, but definitely based on the homework and lectures. Do the homework and understand it, go to office hours, they'll help a lot.\",\"course_id\":\"CBE 310\",\"date\":\"2010-07-10 19:24:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b73359161b4be0f16ba29996\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE3NDA3NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"Great Professor, he really tries hard to make thermodynamics applicable to real world scenarios. The class itself definitely was dry at times, but he did his best to keep it interesting. Exams were always way too long however, and I never had time to finish them.\",\"course_id\":\"CBE 310\",\"date\":\"2011-07-24 12:15:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c5b8a137e1b5664c78e7f5e8\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4ODQ1ODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"I understand that it's an engineering course and should be hard. However,  the length of the exams is ridiculous. You are not able to finish them all in class time(50 mins). Could have done better if extra time was given for sure.\",\"course_id\":\"CBE 310\",\"date\":\"2016-01-09 19:47:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bb86f9042440ee097310d0ca\",\"instructor_id\":\"rmp:2093086\",\"instructor_name\":\"Natasha Mallette\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1OTA5NDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2093086\"},{\"comment\":\"She made 7 midterms, each weighing 10%. Each midterm last 30min, and once you make a mistake, you have no time to go back.\",\"course_id\":\"CBE 310\",\"date\":\"2021-02-19 05:25:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab276f46934ddd8488bcee47\",\"instructor_id\":\"rmp:2656896\",\"instructor_name\":\"Katelyn Dahlke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM0Mzc0NTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2656896\"},{\"comment\":\"While knowledgeable, he's a poor professor. Lectures are unengaging and irrelevant to exams. 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Some students feel the exams are unfair or disconnected from lecture material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"well-prepared for every lecture, explains like you're five, everyone get what she explains in class. But the homework shows you that life isn't easy, it take a huge amount of time. but forces you to understand the material. exams are tough as well\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-18 00:08:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"cf38aed52c78c880a65ea69f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzY3OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"He wants to see you succeed in all aspects of your life, not just class. Lectures are incredibly clear and very well organized and going to lecture is a must. Great personality that makes the lectures very interesting, and always gives reasonable homework. When the homework is hard, you can definitely get it solved in office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2019-01-26 19:17:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"888c20c7f774a5f96192428a\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMzA4MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"Prof. Miller is a great lecturer and genuinely cares about his students. His classes were tough (especially his exams, which were a real exercise in time-management), but I learned a lot and surprisingly got through Thermodynamics pretty well. Would definitely recommend him for anyone studying CBE at UW-Madison.\",\"course_id\":\"CBE 310\",\"date\":\"2020-04-24 01:08:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d6f896b8cc3c94e3a95f4537\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTE3NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"This course depends on you building basics to solve problems that are way advanced that the HW. But the problem is the lack of material to study from to build these basics. Be prepared for averages around 40 for each exam. Also, unhelpful through piazza and inaccessible. You will be purely on your own for this class. He made me hate my major.\",\"course_id\":\"CBE 310\",\"date\":\"2022-05-16 18:50:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c8a2f9ac8374461a2009464a\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"}],\"evidence_count\":4,\"review_ids\":[\"cf38aed52c78c880a65ea69f\",\"888c20c7f774a5f96192428a\",\"d6f896b8cc3c94e3a95f4537\",\"c8a2f9ac8374461a2009464a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2459621\",\"name\":\"James Miller\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"The course requires a significant time commitment, particularly for homework which is described as taking a huge amount of time and forcing deep understanding. 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ME 240 is also absent from linked_courses. Treated as verbatim conditions requiring review.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"68f3f2151515c4991b1ce80a5ebf5257cf5e1ca69d7055bc1848d33ba48bf92c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 250\",\"field\":\"description\",\"quote\":\"An introduction to the invention of processes for the large scale, low cost processing of materials such as water, chemicals, petroleum products, food, drugs and wastes.\"},{\"course_id\":\"CBE 255\",\"field\":\"description\",\"quote\":\"Introduction to modeling of chemical processes and introduction to using modern computational tools to analyze the models.\"}],\"text\":\"Process synthesis and modeling fundamentals\"},{\"evidence\":[{\"course_id\":\"MATH 234\",\"field\":\"description\",\"quote\":\"Introduction to calculus of functions of several variables; calculus on parameterized curves, derivatives of functions of several variables, multiple integrals, vector calculus.\"},{\"course_id\":\"MATH 376\",\"field\":\"description\",\"quote\":\"Topics in multi-variable calculus and introduction to differential equations.\"}],\"text\":\"Multi-variable calculus and differential equations\"},{\"evidence\":[{\"course_id\":\"PHYSICS 201\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for engineering students. 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Heat and sound.\"}],\"text\":\"Calculus-based physics mechanics and thermodynamics\"}],\"search_phrases\":[\"chemical process thermodynamics\",\"energy balances steady state\",\"chemical reaction equilibria\",\"CBE 310 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics, energy balances, applications to steady state and unsteady state processes, behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"Thermodynamic analysis and energy balance calculations\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"Fluid behavior and reaction equilibrium modeling\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"title\",\"quote\":\"CHEMICAL PROCESS THERMODYNAMICS\"},{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics, energy balances, applications to steady state and unsteady state processes, behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"CBE 310 teaches thermodynamic principles, energy balances, and reaction equilibria for chemical processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"thermodynamics, energy balances, applications to steady state and unsteady state processes\"}],\"text\":\"Thermodynamics and energy balances\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"behavior of pure fluids\"}],\"text\":\"Pure fluid behavior\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"chemical reaction equilibria\"}],\"text\":\"Chemical reaction equilibria\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"68f3f2151515c4991b1ce80a5ebf5257cf5e1ca69d7055bc1848d33ba48bf92c","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Extremely clear in lecture. Explains every step thoroughly and has a slightly quirky sense of humor. He teaches from the book, which I think is good because if you miss a lecture you can catch up, but he explains each step well. Exams are from lecture, challenging, usually has one question extending your knowledge beyond lecture.\",\"course_id\":\"CBE 310\",\"date\":\"2012-05-12 17:01:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7991417359d7db3c70d8070c\",\"instructor_id\":\"rmp:324305\",\"instructor_name\":\"Manos Mavrikakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjY3Mzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/324305\"},{\"comment\":\"Best teacher I've had in CBE. Her homework and exams are challenging, but its an engineering class so this should have been a given.  Her exams are heavily based on her notes, but there is always a curve ball question that is used to separate the A's from B's.  Phenomenal lecturer, and very helpful. Go to office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-14 23:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2ccdfb2e824ae2e34b16ac5f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzUzOTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"Get ready to read a lot. Your TA will be your best friend in this class. Tormos is horrible at using a board to show how he solves problems. Puts information all over the board and is very hard to follow. Does not draw and spell clearly. Only his second semester teaching and he teaches a thermo class that is the basis for CBE...\",\"course_id\":\"CBE 310\",\"date\":\"2017-05-03 14:26:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d186e3af35cdc1aaa539ebb0\",\"instructor_id\":\"rmp:2241468\",\"instructor_name\":\"Christian Tormos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI4MTk4ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2241468\"},{\"comment\":\"Prof Gebbie is nice and easy, but his teaching is poor. He rarely has a lecture plan so they are always disorganized. He barely uses the board or PowerPoint so he literally just rants the entire class with little order. Explanations are convoluted and given too fast. The class overall lacks engagement and he blames it on iPhones and the digital age\",\"course_id\":\"CBE 310\",\"date\":\"2024-05-06 18:46:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9fc460fdf654485344f12333\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"},{\"comment\":\"Lectures are useless, no regard for other people's time, never provides direct answers.\",\"course_id\":\"CBE 310\",\"date\":\"2025-04-19 01:44:53 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"98aa21159f0dfa1090bf1012\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTgwMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":5,\"review_ids\":[\"7991417359d7db3c70d8070c\",\"2ccdfb2e824ae2e34b16ac5f\",\"d186e3af35cdc1aaa539ebb0\",\"9fc460fdf654485344f12333\",\"98aa21159f0dfa1090bf1012\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"},{\"id\":\"rmp:2241468\",\"name\":\"Christian Tormos\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:324305\",\"name\":\"Manos Mavrikakis\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are praised for clear, organized lectures and accessibility, while others are criticized for disorganized lectures, poor board work, and lack of explanation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"First half of the class was very interesting, but after the first midterm it got boring. He tried to make it entertaining and was good at explaining very dry material. Exams were fair, very long, but definitely based on the homework and lectures. Do the homework and understand it, go to office hours, they'll help a lot.\",\"course_id\":\"CBE 310\",\"date\":\"2010-07-10 19:24:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b73359161b4be0f16ba29996\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE3NDA3NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"Great Professor, he really tries hard to make thermodynamics applicable to real world scenarios. The class itself definitely was dry at times, but he did his best to keep it interesting. Exams were always way too long however, and I never had time to finish them.\",\"course_id\":\"CBE 310\",\"date\":\"2011-07-24 12:15:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c5b8a137e1b5664c78e7f5e8\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4ODQ1ODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"I understand that it's an engineering course and should be hard. However,  the length of the exams is ridiculous. You are not able to finish them all in class time(50 mins). Could have done better if extra time was given for sure.\",\"course_id\":\"CBE 310\",\"date\":\"2016-01-09 19:47:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bb86f9042440ee097310d0ca\",\"instructor_id\":\"rmp:2093086\",\"instructor_name\":\"Natasha Mallette\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1OTA5NDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2093086\"},{\"comment\":\"She made 7 midterms, each weighing 10%. Each midterm last 30min, and once you make a mistake, you have no time to go back.\",\"course_id\":\"CBE 310\",\"date\":\"2021-02-19 05:25:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab276f46934ddd8488bcee47\",\"instructor_id\":\"rmp:2656896\",\"instructor_name\":\"Katelyn Dahlke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM0Mzc0NTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2656896\"},{\"comment\":\"While knowledgeable, he's a poor professor. Lectures are unengaging and irrelevant to exams. Exams focus on topics only vaguely related to the course, lacking relevance to homework or classwork. He refuses to provide practice exams, simply telling students to 'read the textbook' for extra problems.\",\"course_id\":\"CBE 310\",\"date\":\"2026-04-24 00:58:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c44bf1257c451218fc381147\",\"instructor_id\":\"rmp:3158439\",\"instructor_name\":\"Rahul Sujanani\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyOTE5OTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3158439\"}],\"evidence_count\":5,\"review_ids\":[\"b73359161b4be0f16ba29996\",\"c5b8a137e1b5664c78e7f5e8\",\"bb86f9042440ee097310d0ca\",\"ab276f46934ddd8488bcee47\",\"c44bf1257c451218fc381147\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1358035\",\"name\":\"Brian Pfleger\"},{\"id\":\"rmp:2093086\",\"name\":\"Natasha Mallette\"},{\"id\":\"rmp:2656896\",\"name\":\"Katelyn Dahlke\"},{\"id\":\"rmp:3158439\",\"name\":\"Rahul Sujanani\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Exams are consistently described as very long, challenging, and time-consuming, often making it difficult to finish. Some students feel the exams are unfair or disconnected from lecture material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"well-prepared for every lecture, explains like you're five, everyone get what she explains in class. But the homework shows you that life isn't easy, it take a huge amount of time. but forces you to understand the material. exams are tough as well\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-18 00:08:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"cf38aed52c78c880a65ea69f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzY3OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"He wants to see you succeed in all aspects of your life, not just class. Lectures are incredibly clear and very well organized and going to lecture is a must. Great personality that makes the lectures very interesting, and always gives reasonable homework. When the homework is hard, you can definitely get it solved in office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2019-01-26 19:17:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"888c20c7f774a5f96192428a\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMzA4MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"Prof. Miller is a great lecturer and genuinely cares about his students. His classes were tough (especially his exams, which were a real exercise in time-management), but I learned a lot and surprisingly got through Thermodynamics pretty well. Would definitely recommend him for anyone studying CBE at UW-Madison.\",\"course_id\":\"CBE 310\",\"date\":\"2020-04-24 01:08:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d6f896b8cc3c94e3a95f4537\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTE3NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"This course depends on you building basics to solve problems that are way advanced that the HW. But the problem is the lack of material to study from to build these basics. Be prepared for averages around 40 for each exam. Also, unhelpful through piazza and inaccessible. You will be purely on your own for this class. He made me hate my major.\",\"course_id\":\"CBE 310\",\"date\":\"2022-05-16 18:50:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c8a2f9ac8374461a2009464a\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"}],\"evidence_count\":4,\"review_ids\":[\"cf38aed52c78c880a65ea69f\",\"888c20c7f774a5f96192428a\",\"d6f896b8cc3c94e3a95f4537\",\"c8a2f9ac8374461a2009464a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2459621\",\"name\":\"James Miller\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"The course requires a significant time commitment, particularly for homework which is described as taking a huge amount of time and forcing deep understanding. However, some instructors provide reasonable homework loads.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"68f3f2151515c4991b1ce80a5ebf5257cf5e1ca69d7055bc1848d33ba48bf92c","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"8e9bd60f32082ddff374a314b229d381c5f9663ef8e4f4e37380c744c01be072\",\"course_id\":\"CBE 310\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1373dfdd0174083f70760ab4\",\"message\":\"Summary generation failed\",\"name\":\"Matt Gebbie\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2688110\",\"summary\":[{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.01 GPA, 29.3% A/AB (n=58 letter grades); Spring 2023: 3.01 GPA, 36.2% A/AB (n=58 letter grades); Fall 2024: 3.04 GPA, 35.9% A/AB (n=39 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_1373dfdd0174083f70760ab4\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.10 GPA, 47.9% A/AB (n=48 letter grades); Fall 2025: 3.01 GPA, 37.8% A/AB (n=45 letter grades); Spring 2026: 3.10 GPA, 46.2% A/AB (n=65 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"BRIAN PFLEGER is recorded teaching in Spring 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"CHRISTIAN TORMOS is recorded teaching in Fall 2016, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JAMES MILLER is recorded teaching in Fall 2017, Spring 2018, Fall 2018, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"KATELYN DAHLKE is recorded teaching in Fall 2020, Fall 2023, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"MATT GEBBIE is recorded teaching in Spring 2022, Spring 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"NATASHA MALLETTE is recorded teaching in Fall 2014, Fall 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RAHUL SUJANANI is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"REGINA MURPHY is recorded teaching in Spring 2013, Fall 2013, Spring 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"ROSS SWANEY is recorded teaching in Fall 2011, Spring 2014, Spring 2019, Spring 2025. 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Go to office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-14 23:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2ccdfb2e824ae2e34b16ac5f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzUzOTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"Get ready to read a lot. Your TA will be your best friend in this class. Tormos is horrible at using a board to show how he solves problems. Puts information all over the board and is very hard to follow. Does not draw and spell clearly. Only his second semester teaching and he teaches a thermo class that is the basis for CBE...\",\"course_id\":\"CBE 310\",\"date\":\"2017-05-03 14:26:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d186e3af35cdc1aaa539ebb0\",\"instructor_id\":\"rmp:2241468\",\"instructor_name\":\"Christian Tormos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI4MTk4ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2241468\"},{\"comment\":\"Prof Gebbie is nice and easy, but his teaching is poor. He rarely has a lecture plan so they are always disorganized. He barely uses the board or PowerPoint so he literally just rants the entire class with little order. Explanations are convoluted and given too fast. The class overall lacks engagement and he blames it on iPhones and the digital age\",\"course_id\":\"CBE 310\",\"date\":\"2024-05-06 18:46:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9fc460fdf654485344f12333\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"},{\"comment\":\"Lectures are useless, no regard for other people's time, never provides direct answers.\",\"course_id\":\"CBE 310\",\"date\":\"2025-04-19 01:44:53 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"98aa21159f0dfa1090bf1012\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTgwMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":5,\"review_ids\":[\"7991417359d7db3c70d8070c\",\"2ccdfb2e824ae2e34b16ac5f\",\"d186e3af35cdc1aaa539ebb0\",\"9fc460fdf654485344f12333\",\"98aa21159f0dfa1090bf1012\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"},{\"id\":\"rmp:2241468\",\"name\":\"Christian Tormos\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:324305\",\"name\":\"Manos Mavrikakis\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are praised for clear, organized lectures and accessibility, while others are criticized for disorganized lectures, poor board work, and lack of explanation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"First half of the class was very interesting, but after the first midterm it got boring. He tried to make it entertaining and was good at explaining very dry material. Exams were fair, very long, but definitely based on the homework and lectures. Do the homework and understand it, go to office hours, they'll help a lot.\",\"course_id\":\"CBE 310\",\"date\":\"2010-07-10 19:24:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b73359161b4be0f16ba29996\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE3NDA3NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"Great Professor, he really tries hard to make thermodynamics applicable to real world scenarios. The class itself definitely was dry at times, but he did his best to keep it interesting. Exams were always way too long however, and I never had time to finish them.\",\"course_id\":\"CBE 310\",\"date\":\"2011-07-24 12:15:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c5b8a137e1b5664c78e7f5e8\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4ODQ1ODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"I understand that it's an engineering course and should be hard. However,  the length of the exams is ridiculous. You are not able to finish them all in class time(50 mins). Could have done better if extra time was given for sure.\",\"course_id\":\"CBE 310\",\"date\":\"2016-01-09 19:47:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bb86f9042440ee097310d0ca\",\"instructor_id\":\"rmp:2093086\",\"instructor_name\":\"Natasha Mallette\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1OTA5NDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2093086\"},{\"comment\":\"She made 7 midterms, each weighing 10%. Each midterm last 30min, and once you make a mistake, you have no time to go back.\",\"course_id\":\"CBE 310\",\"date\":\"2021-02-19 05:25:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab276f46934ddd8488bcee47\",\"instructor_id\":\"rmp:2656896\",\"instructor_name\":\"Katelyn Dahlke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM0Mzc0NTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2656896\"},{\"comment\":\"While knowledgeable, he's a poor professor. Lectures are unengaging and irrelevant to exams. Exams focus on topics only vaguely related to the course, lacking relevance to homework or classwork. He refuses to provide practice exams, simply telling students to 'read the textbook' for extra problems.\",\"course_id\":\"CBE 310\",\"date\":\"2026-04-24 00:58:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c44bf1257c451218fc381147\",\"instructor_id\":\"rmp:3158439\",\"instructor_name\":\"Rahul Sujanani\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyOTE5OTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3158439\"}],\"evidence_count\":5,\"review_ids\":[\"b73359161b4be0f16ba29996\",\"c5b8a137e1b5664c78e7f5e8\",\"bb86f9042440ee097310d0ca\",\"ab276f46934ddd8488bcee47\",\"c44bf1257c451218fc381147\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1358035\",\"name\":\"Brian Pfleger\"},{\"id\":\"rmp:2093086\",\"name\":\"Natasha Mallette\"},{\"id\":\"rmp:2656896\",\"name\":\"Katelyn Dahlke\"},{\"id\":\"rmp:3158439\",\"name\":\"Rahul Sujanani\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Exams are consistently described as very long, challenging, and time-consuming, often making it difficult to finish. Some students feel the exams are unfair or disconnected from lecture material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"well-prepared for every lecture, explains like you're five, everyone get what she explains in class. But the homework shows you that life isn't easy, it take a huge amount of time. but forces you to understand the material. exams are tough as well\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-18 00:08:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"cf38aed52c78c880a65ea69f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzY3OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"He wants to see you succeed in all aspects of your life, not just class. Lectures are incredibly clear and very well organized and going to lecture is a must. Great personality that makes the lectures very interesting, and always gives reasonable homework. When the homework is hard, you can definitely get it solved in office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2019-01-26 19:17:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"888c20c7f774a5f96192428a\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMzA4MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"Prof. Miller is a great lecturer and genuinely cares about his students. His classes were tough (especially his exams, which were a real exercise in time-management), but I learned a lot and surprisingly got through Thermodynamics pretty well. Would definitely recommend him for anyone studying CBE at UW-Madison.\",\"course_id\":\"CBE 310\",\"date\":\"2020-04-24 01:08:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d6f896b8cc3c94e3a95f4537\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTE3NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"This course depends on you building basics to solve problems that are way advanced that the HW. But the problem is the lack of material to study from to build these basics. Be prepared for averages around 40 for each exam. Also, unhelpful through piazza and inaccessible. You will be purely on your own for this class. He made me hate my major.\",\"course_id\":\"CBE 310\",\"date\":\"2022-05-16 18:50:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c8a2f9ac8374461a2009464a\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"}],\"evidence_count\":4,\"review_ids\":[\"cf38aed52c78c880a65ea69f\",\"888c20c7f774a5f96192428a\",\"d6f896b8cc3c94e3a95f4537\",\"c8a2f9ac8374461a2009464a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2459621\",\"name\":\"James Miller\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"The course requires a significant time commitment, particularly for homework which is described as taking a huge amount of time and forcing deep understanding. However, some instructors provide reasonable homework loads.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"d7069963291052e33796873dac0d1a5f81926ae3cee9ecd08632e45253391ab2","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"8e9bd60f32082ddff374a314b229d381c5f9663ef8e4f4e37380c744c01be072\",\"course_id\":\"CBE 310\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1373dfdd0174083f70760ab4\",\"message\":null,\"name\":\"Matt Gebbie\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2688110\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Matt Gebbie is described as caring, friendly, and accommodating regarding student well-being and schedule conflicts. Reviewers note he is approachable and takes feedback seriously, with one student predicting continued improvement in his teaching.\"},{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"However, multiple reviewers criticize his lecture structure as disorganized, confusing, and lacking clear plans or visual aids. Students report that his explanations are often convoluted, he covers irrelevant topics in depth, and he is inaccessible or unhelpful through online platforms.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.01 GPA, 29.3% A/AB (n=58 letter grades); Spring 2023: 3.01 GPA, 36.2% A/AB (n=58 letter grades); Fall 2024: 3.04 GPA, 35.9% A/AB (n=39 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"The course is a challenge that tests conceptual thermodynamics understanding. Homework is low-point but harshly graded, and success depends on completing assigned readings rather than relying solely on lectures or homework problems.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"James Miller\",\"review_date\":\"2020-05-04 15:24:39 +0000 UTC\",\"review_id\":\"22a2ae0a98350bb4fd173ea1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2459621\",\"source_review_id\":\"UmF0aW5nLTMzMTk1Njc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\",\"type\":\"review\"},{\"instructor_name\":\"Manos Mavrikakis\",\"review_date\":\"2012-05-12 17:01:10 +0000 UTC\",\"review_id\":\"7991417359d7db3c70d8070c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:324305\",\"source_review_id\":\"UmF0aW5nLTIwMjY3Mzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/324305\",\"type\":\"review\"}],\"text\":\"Historical reviews of James Miller, Manos Mavrikakis: James Miller is described as organized and accessible, with fair exams that are time-constrained (review:7). Manos Mavrikakis provides clear, thorough lectures, though his exams are challenging and extend beyond lecture material (review:2). Both instructors receive high quality ratings for their teaching clarity and preparation.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Matt Gebbie is described as caring and accommodating, but his teaching quality is polarizing. Students report disorganized lectures and a heavy reliance on independent textbook study, with opinions ranging from fine instruction to poor delivery.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.10 GPA, 47.9% A/AB (n=48 letter grades); Fall 2025: 3.01 GPA, 37.8% A/AB (n=45 letter grades); Spring 2026: 3.10 GPA, 46.2% A/AB (n=65 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Lectures are frequently criticized as disorganized, unstructured, and confusing due to a lack of lecture plans or visual aids. Conversely, TAs are noted as helpful for clarifying concepts, and the professor is praised for being approachable and accommodating regarding exam conflicts.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"BRIAN PFLEGER is recorded teaching in Spring 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"CHRISTIAN TORMOS is recorded teaching in Fall 2016, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JAMES MILLER is recorded teaching in Fall 2017, Spring 2018, Fall 2018, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"KATELYN DAHLKE is recorded teaching in Fall 2020, Fall 2023, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"MATT GEBBIE is recorded teaching in Spring 2022, Spring 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"NATASHA MALLETTE is recorded teaching in Fall 2014, Fall 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RAHUL SUJANANI is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"REGINA MURPHY is recorded teaching in Spring 2013, Fall 2013, Spring 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"ROSS SWANEY is recorded teaching in Fall 2011, Spring 2014, Spring 2019, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-f206ae62364759902a73b59d","output_id":"97beadfde51af1a27d92ffcc0090b6a93886a913a24b91bc278fce05ac092035","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n12\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376), (PHYSICS 201,207,247,E M A 202or M E 240),CBE 250, and (CBE 255or concurrent enrollment), or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n5\",\"n11\",\"n13\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376), (PHYSICS 201,207,247,E M A 202or M E 240),CBE 250, and (CBE 255or concurrent enrollment)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"234\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"376\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 201,207,247,E M A 202or M E 240)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":201,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"201\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":207,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"207\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":247,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"247\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"EMA\"],\"timing\":\"prior\"},\"evidence\":\"E M A 202\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"M E 240\",\"course\":null,\"evidence\":\"M E 240\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":250,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 250\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":255,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CBE 255\",\"id\":\"n13\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n12\",\"kind\":\"condition\"}],\"notes\":[\"PHYSICS 247, EMA 202, and ME 240 are referenced in requirements_text but not present in lookup_evidence. ME 240 is also absent from linked_courses. Treated as verbatim conditions requiring review.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-f206ae62364759902a73b59d","output_id":"97beadfde51af1a27d92ffcc0090b6a93886a913a24b91bc278fce05ac092035","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 250\",\"field\":\"description\",\"quote\":\"An introduction to the invention of processes for the large scale, low cost processing of materials such as water, chemicals, petroleum products, food, drugs and wastes.\"},{\"course_id\":\"CBE 255\",\"field\":\"description\",\"quote\":\"Introduction to modeling of chemical processes and introduction to using modern computational tools to analyze the models.\"}],\"text\":\"Process synthesis and modeling fundamentals\"},{\"evidence\":[{\"course_id\":\"MATH 234\",\"field\":\"description\",\"quote\":\"Introduction to calculus of functions of several variables; calculus on parameterized curves, derivatives of functions of several variables, multiple integrals, vector calculus.\"},{\"course_id\":\"MATH 376\",\"field\":\"description\",\"quote\":\"Topics in multi-variable calculus and introduction to differential equations.\"}],\"text\":\"Multi-variable calculus and differential equations\"},{\"evidence\":[{\"course_id\":\"PHYSICS 201\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for engineering students. Mechanics: kinematics, statics, dynamics; energy and momentum.\"},{\"course_id\":\"PHYSICS 207\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for students majoring in biological sciences. Mechanics: kinematics, statics, dynamics; energy and momentum. Heat and sound.\"}],\"text\":\"Calculus-based physics mechanics and thermodynamics\"}],\"search_phrases\":[\"chemical process thermodynamics\",\"energy balances steady state\",\"chemical reaction equilibria\",\"CBE 310 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics, energy balances, applications to steady state and unsteady state processes, behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"Thermodynamic analysis and energy balance calculations\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"Fluid behavior and reaction equilibrium modeling\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"title\",\"quote\":\"CHEMICAL PROCESS THERMODYNAMICS\"},{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics, energy balances, applications to steady state and unsteady state processes, behavior of pure fluids, chemical reaction equilibria.\"}],\"text\":\"CBE 310 teaches thermodynamic principles, energy balances, and reaction equilibria for chemical processes.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"thermodynamics, energy balances, applications to steady state and unsteady state processes\"}],\"text\":\"Thermodynamics and energy balances\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"behavior of pure fluids\"}],\"text\":\"Pure fluid behavior\"},{\"evidence\":[{\"course_id\":\"CBE 310\",\"field\":\"description\",\"quote\":\"chemical reaction equilibria\"}],\"text\":\"Chemical reaction equilibria\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-f206ae62364759902a73b59d","output_id":"97beadfde51af1a27d92ffcc0090b6a93886a913a24b91bc278fce05ac092035","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Extremely clear in lecture. Explains every step thoroughly and has a slightly quirky sense of humor. He teaches from the book, which I think is good because if you miss a lecture you can catch up, but he explains each step well. Exams are from lecture, challenging, usually has one question extending your knowledge beyond lecture.\",\"course_id\":\"CBE 310\",\"date\":\"2012-05-12 17:01:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7991417359d7db3c70d8070c\",\"instructor_id\":\"rmp:324305\",\"instructor_name\":\"Manos Mavrikakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjY3Mzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/324305\"},{\"comment\":\"Best teacher I've had in CBE. Her homework and exams are challenging, but its an engineering class so this should have been a given.  Her exams are heavily based on her notes, but there is always a curve ball question that is used to separate the A's from B's.  Phenomenal lecturer, and very helpful. Go to office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-14 23:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2ccdfb2e824ae2e34b16ac5f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzUzOTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"Get ready to read a lot. Your TA will be your best friend in this class. Tormos is horrible at using a board to show how he solves problems. Puts information all over the board and is very hard to follow. Does not draw and spell clearly. Only his second semester teaching and he teaches a thermo class that is the basis for CBE...\",\"course_id\":\"CBE 310\",\"date\":\"2017-05-03 14:26:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d186e3af35cdc1aaa539ebb0\",\"instructor_id\":\"rmp:2241468\",\"instructor_name\":\"Christian Tormos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI4MTk4ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2241468\"},{\"comment\":\"Prof Gebbie is nice and easy, but his teaching is poor. He rarely has a lecture plan so they are always disorganized. He barely uses the board or PowerPoint so he literally just rants the entire class with little order. Explanations are convoluted and given too fast. The class overall lacks engagement and he blames it on iPhones and the digital age\",\"course_id\":\"CBE 310\",\"date\":\"2024-05-06 18:46:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9fc460fdf654485344f12333\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"},{\"comment\":\"Lectures are useless, no regard for other people's time, never provides direct answers.\",\"course_id\":\"CBE 310\",\"date\":\"2025-04-19 01:44:53 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"98aa21159f0dfa1090bf1012\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTgwMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":5,\"review_ids\":[\"7991417359d7db3c70d8070c\",\"2ccdfb2e824ae2e34b16ac5f\",\"d186e3af35cdc1aaa539ebb0\",\"9fc460fdf654485344f12333\",\"98aa21159f0dfa1090bf1012\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"},{\"id\":\"rmp:2241468\",\"name\":\"Christian Tormos\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:324305\",\"name\":\"Manos Mavrikakis\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are praised for clear, organized lectures and accessibility, while others are criticized for disorganized lectures, poor board work, and lack of explanation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"First half of the class was very interesting, but after the first midterm it got boring. He tried to make it entertaining and was good at explaining very dry material. Exams were fair, very long, but definitely based on the homework and lectures. Do the homework and understand it, go to office hours, they'll help a lot.\",\"course_id\":\"CBE 310\",\"date\":\"2010-07-10 19:24:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b73359161b4be0f16ba29996\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE3NDA3NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"Great Professor, he really tries hard to make thermodynamics applicable to real world scenarios. The class itself definitely was dry at times, but he did his best to keep it interesting. Exams were always way too long however, and I never had time to finish them.\",\"course_id\":\"CBE 310\",\"date\":\"2011-07-24 12:15:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c5b8a137e1b5664c78e7f5e8\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4ODQ1ODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"I understand that it's an engineering course and should be hard. However,  the length of the exams is ridiculous. You are not able to finish them all in class time(50 mins). Could have done better if extra time was given for sure.\",\"course_id\":\"CBE 310\",\"date\":\"2016-01-09 19:47:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bb86f9042440ee097310d0ca\",\"instructor_id\":\"rmp:2093086\",\"instructor_name\":\"Natasha Mallette\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1OTA5NDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2093086\"},{\"comment\":\"She made 7 midterms, each weighing 10%. Each midterm last 30min, and once you make a mistake, you have no time to go back.\",\"course_id\":\"CBE 310\",\"date\":\"2021-02-19 05:25:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab276f46934ddd8488bcee47\",\"instructor_id\":\"rmp:2656896\",\"instructor_name\":\"Katelyn Dahlke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM0Mzc0NTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2656896\"},{\"comment\":\"While knowledgeable, he's a poor professor. Lectures are unengaging and irrelevant to exams. Exams focus on topics only vaguely related to the course, lacking relevance to homework or classwork. He refuses to provide practice exams, simply telling students to 'read the textbook' for extra problems.\",\"course_id\":\"CBE 310\",\"date\":\"2026-04-24 00:58:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c44bf1257c451218fc381147\",\"instructor_id\":\"rmp:3158439\",\"instructor_name\":\"Rahul Sujanani\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyOTE5OTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3158439\"}],\"evidence_count\":5,\"review_ids\":[\"b73359161b4be0f16ba29996\",\"c5b8a137e1b5664c78e7f5e8\",\"bb86f9042440ee097310d0ca\",\"ab276f46934ddd8488bcee47\",\"c44bf1257c451218fc381147\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1358035\",\"name\":\"Brian Pfleger\"},{\"id\":\"rmp:2093086\",\"name\":\"Natasha Mallette\"},{\"id\":\"rmp:2656896\",\"name\":\"Katelyn Dahlke\"},{\"id\":\"rmp:3158439\",\"name\":\"Rahul Sujanani\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Exams are consistently described as very long, challenging, and time-consuming, often making it difficult to finish. Some students feel the exams are unfair or disconnected from lecture material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"well-prepared for every lecture, explains like you're five, everyone get what she explains in class. But the homework shows you that life isn't easy, it take a huge amount of time. but forces you to understand the material. exams are tough as well\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-18 00:08:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"cf38aed52c78c880a65ea69f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzY3OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"He wants to see you succeed in all aspects of your life, not just class. Lectures are incredibly clear and very well organized and going to lecture is a must. Great personality that makes the lectures very interesting, and always gives reasonable homework. When the homework is hard, you can definitely get it solved in office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2019-01-26 19:17:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"888c20c7f774a5f96192428a\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMzA4MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"Prof. Miller is a great lecturer and genuinely cares about his students. His classes were tough (especially his exams, which were a real exercise in time-management), but I learned a lot and surprisingly got through Thermodynamics pretty well. Would definitely recommend him for anyone studying CBE at UW-Madison.\",\"course_id\":\"CBE 310\",\"date\":\"2020-04-24 01:08:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d6f896b8cc3c94e3a95f4537\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTE3NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"This course depends on you building basics to solve problems that are way advanced that the HW. But the problem is the lack of material to study from to build these basics. Be prepared for averages around 40 for each exam. Also, unhelpful through piazza and inaccessible. You will be purely on your own for this class. He made me hate my major.\",\"course_id\":\"CBE 310\",\"date\":\"2022-05-16 18:50:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c8a2f9ac8374461a2009464a\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"}],\"evidence_count\":4,\"review_ids\":[\"cf38aed52c78c880a65ea69f\",\"888c20c7f774a5f96192428a\",\"d6f896b8cc3c94e3a95f4537\",\"c8a2f9ac8374461a2009464a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2459621\",\"name\":\"James Miller\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"The course requires a significant time commitment, particularly for homework which is described as taking a huge amount of time and forcing deep understanding. However, some instructors provide reasonable homework loads.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-f206ae62364759902a73b59d","output_id":"97beadfde51af1a27d92ffcc0090b6a93886a913a24b91bc278fce05ac092035","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"8e9bd60f32082ddff374a314b229d381c5f9663ef8e4f4e37380c744c01be072\",\"course_id\":\"CBE 310\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1373dfdd0174083f70760ab4\",\"message\":null,\"name\":\"Matt Gebbie\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2688110\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Matt Gebbie is described as caring, friendly, and accommodating regarding student well-being and schedule conflicts. Reviewers note he is approachable and takes feedback seriously, with one student predicting continued improvement in his teaching.\"},{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"However, multiple reviewers criticize his lecture structure as disorganized, confusing, and lacking clear plans or visual aids. Students report that his explanations are often convoluted, he covers irrelevant topics in depth, and he is inaccessible or unhelpful through online platforms.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.01 GPA, 29.3% A/AB (n=58 letter grades); Spring 2023: 3.01 GPA, 36.2% A/AB (n=58 letter grades); Fall 2024: 3.04 GPA, 35.9% A/AB (n=39 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"The course is a challenge that tests conceptual thermodynamics understanding. Homework is low-point but harshly graded, and success depends on completing assigned readings rather than relying solely on lectures or homework problems.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"James Miller\",\"review_date\":\"2020-05-04 15:24:39 +0000 UTC\",\"review_id\":\"22a2ae0a98350bb4fd173ea1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2459621\",\"source_review_id\":\"UmF0aW5nLTMzMTk1Njc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\",\"type\":\"review\"},{\"instructor_name\":\"Brian Pfleger\",\"review_date\":\"2011-07-24 12:15:22 +0000 UTC\",\"review_id\":\"c5b8a137e1b5664c78e7f5e8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1358035\",\"source_review_id\":\"UmF0aW5nLTE4ODQ1ODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\",\"type\":\"review\"}],\"text\":\"Historical reviews of Brian Pfleger, James Miller: James Miller and Brian Pfleger are praised for making challenging material clear and engaging. Miller is highly accessible and makes the course interesting, though exams are time-constrained. Pfleger effectively applies thermodynamics to real-world scenarios to keep dry lectures interesting, but students also report exams are excessively long.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Matt Gebbie is described as caring and accommodating, but his teaching quality is polarizing. Students report disorganized lectures and a heavy reliance on independent textbook study, with opinions ranging from fine instruction to poor delivery.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.10 GPA, 47.9% A/AB (n=48 letter grades); Fall 2025: 3.01 GPA, 37.8% A/AB (n=45 letter grades); Spring 2026: 3.10 GPA, 46.2% A/AB (n=65 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Lectures are frequently criticized as disorganized, unstructured, and confusing due to a lack of lecture plans or visual aids. Conversely, TAs are noted as helpful for clarifying concepts, and the professor is praised for being approachable and accommodating regarding exam conflicts.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"BRIAN PFLEGER is recorded teaching in Spring 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"CHRISTIAN TORMOS is recorded teaching in Fall 2016, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JAMES MILLER is recorded teaching in Fall 2017, Spring 2018, Fall 2018, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"KATELYN DAHLKE is recorded teaching in Fall 2020, Fall 2023, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"MATT GEBBIE is recorded teaching in Spring 2022, Spring 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"NATASHA MALLETTE is recorded teaching in Fall 2014, Fall 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RAHUL SUJANANI is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"REGINA MURPHY is recorded teaching in Spring 2013, Fall 2013, Spring 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"ROSS SWANEY is recorded teaching in Fall 2011, Spring 2014, Spring 2019, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"595826b3a3c8a061f0c220f1838ea6eccd3b16f51558c2ba9578e940a9100054","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n12\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376), (PHYSICS 201,207,247,E M A 202or M E 240),CBE 250, and (CBE 255or concurrent enrollment), or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n5\",\"n11\",\"n13\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376), (PHYSICS 201,207,247,E M A 202or M E 240),CBE 250, and (CBE 255or concurrent enrollment)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"234\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"376\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\",\"n8\",\"n9\",\"n10\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 201,207,247,E M A 202or M E 240)\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":201,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"201\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":207,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"207\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":247,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"247\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"EMA\"],\"timing\":\"prior\"},\"evidence\":\"E M A 202\",\"id\":\"n9\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"M E 240\",\"course\":null,\"evidence\":\"M E 240\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":250,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 250\",\"id\":\"n11\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":255,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"CBE 255\",\"id\":\"n13\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n12\",\"kind\":\"condition\"}],\"notes\":[\"PHYSICS 247, EMA 202, and ME 240 are referenced in requirements_text but not present in lookup_evidence. ME 240 is also absent from linked_courses. Treated as verbatim conditions requiring review.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"595826b3a3c8a061f0c220f1838ea6eccd3b16f51558c2ba9578e940a9100054","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 250\",\"field\":\"description\",\"quote\":\"An introduction to the invention of processes for the large scale, low cost processing of materials such as water, chemicals, petroleum products, food, drugs and wastes.\"},{\"course_id\":\"CBE 255\",\"field\":\"description\",\"quote\":\"Introduction to modeling of chemical processes and introduction to using modern computational tools to analyze the models.\"}],\"text\":\"Process synthesis and modeling fundamentals\"},{\"evidence\":[{\"course_id\":\"MATH 234\",\"field\":\"description\",\"quote\":\"Introduction to calculus of functions of several variables; calculus on parameterized curves, derivatives of functions of several variables, multiple integrals, vector calculus.\"},{\"course_id\":\"MATH 376\",\"field\":\"description\",\"quote\":\"Topics in multi-variable calculus and introduction to differential equations.\"}],\"text\":\"Multi-variable calculus and differential equations\"},{\"evidence\":[{\"course_id\":\"PHYSICS 201\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for engineering students. 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Explains every step thoroughly and has a slightly quirky sense of humor. He teaches from the book, which I think is good because if you miss a lecture you can catch up, but he explains each step well. Exams are from lecture, challenging, usually has one question extending your knowledge beyond lecture.\",\"course_id\":\"CBE 310\",\"date\":\"2012-05-12 17:01:10 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"7991417359d7db3c70d8070c\",\"instructor_id\":\"rmp:324305\",\"instructor_name\":\"Manos Mavrikakis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIwMjY3Mzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/324305\"},{\"comment\":\"Best teacher I've had in CBE. Her homework and exams are challenging, but its an engineering class so this should have been a given.  Her exams are heavily based on her notes, but there is always a curve ball question that is used to separate the A's from B's.  Phenomenal lecturer, and very helpful. Go to office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-14 23:39:28 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2ccdfb2e824ae2e34b16ac5f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzUzOTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"Get ready to read a lot. Your TA will be your best friend in this class. Tormos is horrible at using a board to show how he solves problems. Puts information all over the board and is very hard to follow. Does not draw and spell clearly. Only his second semester teaching and he teaches a thermo class that is the basis for CBE...\",\"course_id\":\"CBE 310\",\"date\":\"2017-05-03 14:26:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d186e3af35cdc1aaa539ebb0\",\"instructor_id\":\"rmp:2241468\",\"instructor_name\":\"Christian Tormos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI4MTk4ODk0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2241468\"},{\"comment\":\"Prof Gebbie is nice and easy, but his teaching is poor. He rarely has a lecture plan so they are always disorganized. He barely uses the board or PowerPoint so he literally just rants the entire class with little order. Explanations are convoluted and given too fast. The class overall lacks engagement and he blames it on iPhones and the digital age\",\"course_id\":\"CBE 310\",\"date\":\"2024-05-06 18:46:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9fc460fdf654485344f12333\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"},{\"comment\":\"Lectures are useless, no regard for other people's time, never provides direct answers.\",\"course_id\":\"CBE 310\",\"date\":\"2025-04-19 01:44:53 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"98aa21159f0dfa1090bf1012\",\"instructor_id\":\"rmp:191092\",\"instructor_name\":\"Ross Swaney\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwOTgwMjIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\"}],\"evidence_count\":5,\"review_ids\":[\"7991417359d7db3c70d8070c\",\"2ccdfb2e824ae2e34b16ac5f\",\"d186e3af35cdc1aaa539ebb0\",\"9fc460fdf654485344f12333\",\"98aa21159f0dfa1090bf1012\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:191092\",\"name\":\"Ross Swaney\"},{\"id\":\"rmp:2241468\",\"name\":\"Christian Tormos\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:324305\",\"name\":\"Manos Mavrikakis\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching quality varies significantly by instructor. Some professors are praised for clear, organized lectures and accessibility, while others are criticized for disorganized lectures, poor board work, and lack of explanation.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"First half of the class was very interesting, but after the first midterm it got boring. He tried to make it entertaining and was good at explaining very dry material. Exams were fair, very long, but definitely based on the homework and lectures. Do the homework and understand it, go to office hours, they'll help a lot.\",\"course_id\":\"CBE 310\",\"date\":\"2010-07-10 19:24:19 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b73359161b4be0f16ba29996\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE3NDA3NjUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"Great Professor, he really tries hard to make thermodynamics applicable to real world scenarios. The class itself definitely was dry at times, but he did his best to keep it interesting. Exams were always way too long however, and I never had time to finish them.\",\"course_id\":\"CBE 310\",\"date\":\"2011-07-24 12:15:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"c5b8a137e1b5664c78e7f5e8\",\"instructor_id\":\"rmp:1358035\",\"instructor_name\":\"Brian Pfleger\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE4ODQ1ODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\"},{\"comment\":\"I understand that it's an engineering course and should be hard. However,  the length of the exams is ridiculous. You are not able to finish them all in class time(50 mins). Could have done better if extra time was given for sure.\",\"course_id\":\"CBE 310\",\"date\":\"2016-01-09 19:47:41 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bb86f9042440ee097310d0ca\",\"instructor_id\":\"rmp:2093086\",\"instructor_name\":\"Natasha Mallette\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1OTA5NDQy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2093086\"},{\"comment\":\"She made 7 midterms, each weighing 10%. Each midterm last 30min, and once you make a mistake, you have no time to go back.\",\"course_id\":\"CBE 310\",\"date\":\"2021-02-19 05:25:49 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ab276f46934ddd8488bcee47\",\"instructor_id\":\"rmp:2656896\",\"instructor_name\":\"Katelyn Dahlke\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM0Mzc0NTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2656896\"},{\"comment\":\"While knowledgeable, he's a poor professor. Lectures are unengaging and irrelevant to exams. Exams focus on topics only vaguely related to the course, lacking relevance to homework or classwork. He refuses to provide practice exams, simply telling students to 'read the textbook' for extra problems.\",\"course_id\":\"CBE 310\",\"date\":\"2026-04-24 00:58:12 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c44bf1257c451218fc381147\",\"instructor_id\":\"rmp:3158439\",\"instructor_name\":\"Rahul Sujanani\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyOTE5OTQ1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3158439\"}],\"evidence_count\":5,\"review_ids\":[\"b73359161b4be0f16ba29996\",\"c5b8a137e1b5664c78e7f5e8\",\"bb86f9042440ee097310d0ca\",\"ab276f46934ddd8488bcee47\",\"c44bf1257c451218fc381147\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1358035\",\"name\":\"Brian Pfleger\"},{\"id\":\"rmp:2093086\",\"name\":\"Natasha Mallette\"},{\"id\":\"rmp:2656896\",\"name\":\"Katelyn Dahlke\"},{\"id\":\"rmp:3158439\",\"name\":\"Rahul Sujanani\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Exams are consistently described as very long, challenging, and time-consuming, often making it difficult to finish. Some students feel the exams are unfair or disconnected from lecture material.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"well-prepared for every lecture, explains like you're five, everyone get what she explains in class. But the homework shows you that life isn't easy, it take a huge amount of time. but forces you to understand the material. exams are tough as well\",\"course_id\":\"CBE 310\",\"date\":\"2014-01-18 00:08:02 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"cf38aed52c78c880a65ea69f\",\"instructor_id\":\"rmp:351181\",\"instructor_name\":\"Regina Murphy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNzY3OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\"},{\"comment\":\"He wants to see you succeed in all aspects of your life, not just class. Lectures are incredibly clear and very well organized and going to lecture is a must. Great personality that makes the lectures very interesting, and always gives reasonable homework. When the homework is hard, you can definitely get it solved in office hours.\",\"course_id\":\"CBE 310\",\"date\":\"2019-01-26 19:17:43 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"888c20c7f774a5f96192428a\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMzA4MDc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"Prof. Miller is a great lecturer and genuinely cares about his students. His classes were tough (especially his exams, which were a real exercise in time-management), but I learned a lot and surprisingly got through Thermodynamics pretty well. Would definitely recommend him for anyone studying CBE at UW-Madison.\",\"course_id\":\"CBE 310\",\"date\":\"2020-04-24 01:08:07 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d6f896b8cc3c94e3a95f4537\",\"instructor_id\":\"rmp:2459621\",\"instructor_name\":\"James Miller\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzMTE3NTcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\"},{\"comment\":\"This course depends on you building basics to solve problems that are way advanced that the HW. But the problem is the lack of material to study from to build these basics. Be prepared for averages around 40 for each exam. Also, unhelpful through piazza and inaccessible. You will be purely on your own for this class. He made me hate my major.\",\"course_id\":\"CBE 310\",\"date\":\"2022-05-16 18:50:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c8a2f9ac8374461a2009464a\",\"instructor_id\":\"rmp:2688110\",\"instructor_name\":\"Matt Gebbie\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\"}],\"evidence_count\":4,\"review_ids\":[\"cf38aed52c78c880a65ea69f\",\"888c20c7f774a5f96192428a\",\"d6f896b8cc3c94e3a95f4537\",\"c8a2f9ac8374461a2009464a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2459621\",\"name\":\"James Miller\"},{\"id\":\"rmp:2688110\",\"name\":\"Matt Gebbie\"},{\"id\":\"rmp:351181\",\"name\":\"Regina Murphy\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"The course requires a significant time commitment, particularly for homework which is described as taking a huge amount of time and forcing deep understanding. However, some instructors provide reasonable homework loads.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5f2d69262376f2247530313","course_id":"CBE 310","catalog_version_id":"ee8ed70bc40cf8ed9e20cd0b0de8f2eef410c7d8ba5ee400d80dab14f36d74b3","record_version_id":"2304ac5a7659b9469489db4cae1ae664c34ac7b6431abe5288264c3887cc824a","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"595826b3a3c8a061f0c220f1838ea6eccd3b16f51558c2ba9578e940a9100054","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"8e9bd60f32082ddff374a314b229d381c5f9663ef8e4f4e37380c744c01be072\",\"course_id\":\"CBE 310\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1373dfdd0174083f70760ab4\",\"message\":null,\"name\":\"Matt Gebbie\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2688110\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Matt Gebbie is described as caring, friendly, and accommodating regarding student well-being and schedule conflicts. Reviewers note he is approachable and takes feedback seriously, with one student predicting continued improvement in his teaching.\"},{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"However, multiple reviewers criticize his lecture structure as disorganized, confusing, and lacking clear plans or visual aids. Students report that his explanations are often convoluted, he covers irrelevant topics in depth, and he is inaccessible or unhelpful through online platforms.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.01 GPA, 29.3% A/AB (n=58 letter grades); Spring 2023: 3.01 GPA, 36.2% A/AB (n=58 letter grades); Fall 2024: 3.04 GPA, 35.9% A/AB (n=39 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"The course is a challenge that tests conceptual thermodynamics understanding. Homework is low-point but harshly graded, and success depends on completing assigned readings rather than relying solely on lectures or homework problems.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Brian Pfleger\",\"review_date\":\"2011-07-24 12:15:22 +0000 UTC\",\"review_id\":\"c5b8a137e1b5664c78e7f5e8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1358035\",\"source_review_id\":\"UmF0aW5nLTE4ODQ1ODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1358035\",\"type\":\"review\"},{\"instructor_name\":\"Manos Mavrikakis\",\"review_date\":\"2012-05-12 17:01:10 +0000 UTC\",\"review_id\":\"7991417359d7db3c70d8070c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:324305\",\"source_review_id\":\"UmF0aW5nLTIwMjY3Mzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/324305\",\"type\":\"review\"},{\"instructor_name\":\"Regina Murphy\",\"review_date\":\"2014-01-18 00:08:02 +0000 UTC\",\"review_id\":\"cf38aed52c78c880a65ea69f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:351181\",\"source_review_id\":\"UmF0aW5nLTIyNzY3OTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/351181\",\"type\":\"review\"},{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2014-02-24 22:28:51 +0000 UTC\",\"review_id\":\"8e3852180329141b4f178071\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTIyODY0Mzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"},{\"instructor_name\":\"Natasha Mallette\",\"review_date\":\"2016-05-06 22:34:08 +0000 UTC\",\"review_id\":\"8096c83f862552d705e92d01\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2093086\",\"source_review_id\":\"UmF0aW5nLTI2NDk1MDAx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2093086\",\"type\":\"review\"},{\"instructor_name\":\"Christian Tormos\",\"review_date\":\"2017-12-07 16:02:49 +0000 UTC\",\"review_id\":\"76ad4a6e1f7503b6c752eb82\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2241468\",\"source_review_id\":\"UmF0aW5nLTI5MDg0MTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2241468\",\"type\":\"review\"},{\"instructor_name\":\"James Miller\",\"review_date\":\"2020-05-04 15:24:39 +0000 UTC\",\"review_id\":\"22a2ae0a98350bb4fd173ea1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2459621\",\"source_review_id\":\"UmF0aW5nLTMzMTk1Njc1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2459621\",\"type\":\"review\"},{\"instructor_name\":\"Katelyn Dahlke\",\"review_date\":\"2021-02-19 05:25:49 +0000 UTC\",\"review_id\":\"ab276f46934ddd8488bcee47\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2656896\",\"source_review_id\":\"UmF0aW5nLTM0Mzc0NTc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2656896\",\"type\":\"review\"},{\"instructor_name\":\"Ross Swaney\",\"review_date\":\"2025-10-09 16:43:04 +0000 UTC\",\"review_id\":\"8b0610b4f1f91b870985a13d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:191092\",\"source_review_id\":\"UmF0aW5nLTQxNzAyMjc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/191092\",\"type\":\"review\"},{\"instructor_name\":\"Katelyn Dahlke\",\"review_date\":\"2025-10-15 21:52:40 +0000 UTC\",\"review_id\":\"9f5f8efb8588cad27ca1a3ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2656896\",\"source_review_id\":\"UmF0aW5nLTQxNzIwODI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2656896\",\"type\":\"review\"}],\"text\":\"Matt Gebbie has no reviewed history in this dataset. Historical reviews highlight Brian Pfleger's real-world applications and James Miller's organization and accessibility. Conversely, Christian Tormos is described as a tough grader with nonsensical exams, while Katelyn Dahlke is criticized for excessive midterms.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2021-05-25 23:42:41 +0000 UTC\",\"review_id\":\"758d16237cb0ce14dc1891bb\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM0ODU3MjQz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2022-05-16 18:50:18 +0000 UTC\",\"review_id\":\"c8a2f9ac8374461a2009464a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM2MzUwODcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Matt Gebbie is described as caring and accommodating, but his teaching quality is polarizing. Students report disorganized lectures and a heavy reliance on independent textbook study, with opinions ranging from fine instruction to poor delivery.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.10 GPA, 47.9% A/AB (n=48 letter grades); Fall 2025: 3.01 GPA, 37.8% A/AB (n=45 letter grades); Spring 2026: 3.10 GPA, 46.2% A/AB (n=65 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2023-05-23 23:31:18 +0000 UTC\",\"review_id\":\"77717d8c99648967e6fd3dd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM3OTgwODAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-05-06 18:46:19 +0000 UTC\",\"review_id\":\"9fc460fdf654485344f12333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTM5Mzc5Nzg2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2024-12-31 16:51:40 +0000 UTC\",\"review_id\":\"030c8929f5b4498bd99683dc\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQwNDY0NjQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"},{\"instructor_name\":\"Matt Gebbie\",\"review_date\":\"2025-12-04 00:03:50 +0000 UTC\",\"review_id\":\"471f42071fce51ae1bff671a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2688110\",\"source_review_id\":\"UmF0aW5nLTQyMDIzOTk3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2688110\",\"type\":\"review\"}],\"text\":\"Lectures are frequently criticized as disorganized, unstructured, and confusing due to a lack of lecture plans or visual aids. Conversely, TAs are noted as helpful for clarifying concepts, and the professor is praised for being approachable and accommodating regarding exam conflicts.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"}],\"text\":\"BRIAN PFLEGER is recorded teaching in Spring 2010, Spring 2011. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"CHRISTIAN TORMOS is recorded teaching in Fall 2016, Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"JAMES MILLER is recorded teaching in Fall 2017, Spring 2018, Fall 2018, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"KATELYN DAHLKE is recorded teaching in Fall 2020, Fall 2023, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"MATT GEBBIE is recorded teaching in Spring 2022, Spring 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"NATASHA MALLETTE is recorded teaching in Fall 2014, Fall 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"RAHUL SUJANANI is recorded teaching in Fall 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"REGINA MURPHY is recorded teaching in Spring 2013, Fall 2013, Spring 2015, Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CBE 310\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"source_record\":{\"entity_id\":\"dc5680f8-32aa-349c-ba68-141c9f6e7cea\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"ROSS SWANEY is recorded teaching in Fall 2011, Spring 2014, Spring 2019, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]