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Super nice guy.\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-21 17:10:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e93749d8174152ee86d3cd66\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Get ready for disorganized lectures and lots of reading (if you wanna learn anything). We've noticed that he makes a mistake on the board at least once a lecture, which makes it far to learn from your notes afterwards. 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Least favorite prof so far. \",\"course_id\":\"CBE 430\",\"date\":\"2025-03-30 15:17:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"32745fbc8a159ce8ff5d3a31\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODM5Mjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"}],\"evidence_count\":4,\"review_ids\":[\"fcf95ebbd649ddf5b765aab1\",\"5881a4cf0b69de97effb0147\",\"e93749d8174152ee86d3cd66\",\"32745fbc8a159ce8ff5d3a31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2974236\",\"name\":\"Siddarth Krishna\"},{\"id\":\"rmp:784960\",\"name\":\"Thatcher Root\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"The course is heavily exam-focused with difficult but fair tests, requiring significant study outside of class.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof. Huber is a charismatic teacher as well as a caring individual. He is great in office hours and genuinely wants to help you succeed. He did a good job of teaching from a new textbook this semester (Rawlings) and his lectures help simplify more of the complex topics the book dives into. 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Super nice guy.\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-21 17:10:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e93749d8174152ee86d3cd66\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Get ready for disorganized lectures and lots of reading (if you wanna learn anything). We've noticed that he makes a mistake on the board at least once a lecture, which makes it far to learn from your notes afterwards. Least favorite prof so far. \",\"course_id\":\"CBE 430\",\"date\":\"2025-03-30 15:17:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"32745fbc8a159ce8ff5d3a31\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODM5Mjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"}],\"evidence_count\":6,\"review_ids\":[\"76acb3bf2841665374bb533c\",\"b0c88f703fc988c2285daca4\",\"e03420507ee4b8c424923687\",\"5881a4cf0b69de97effb0147\",\"e93749d8174152ee86d3cd66\",\"32745fbc8a159ce8ff5d3a31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1953065\",\"name\":\"George Huber\"},{\"id\":\"rmp:2974236\",\"name\":\"Siddarth Krishna\"},{\"id\":\"rmp:2987666\",\"name\":\"Marcel Schreier\"},{\"id\":\"rmp:784960\",\"name\":\"Thatcher Root\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Student satisfaction depends heavily on the instructor, ranging from highly recommended to strongly discouraged.\"}]}","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_a080c1efdb87e9c4e8aeb28c","course_id":"CBE 430","catalog_version_id":"d033d2ceea2d494e8899fc4e37b232c31afb1c5ca6ac67af0f2b9aa3a5c961c8","record_version_id":"4b7dc2a332164f9e32eae8bb3fb826adfd106f66d6ec4973b77fa05d0a2d8786","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"36fac7c483e04e118137af679fc7780c23191454cc72793556b2b2e57eb7de4a","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"2bd8273b1dd7f2505594d7c142a0479b3ccfba62873c7b96486d5e33bf53def2\",\"course_id\":\"CBE 430\",\"current_instructors\":[{\"instructor_uid\":\"instructor_74dfe4561fa939926a1c93b9\",\"message\":\"Summary generation failed\",\"name\":\"Siddarth Krishna\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2974236\",\"summary\":[{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.19 GPA, 46.7% A/AB (n=75 letter grades); Fall 2023: 3.15 GPA, 43.9% A/AB (n=66 letter grades); Fall 2024: 3.15 GPA, 49.2% A/AB (n=65 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_74dfe4561fa939926a1c93b9\",\"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 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.05 GPA, 53.7% A/AB (n=41 letter grades); Fall 2025: 2.90 GPA, 37.1% A/AB (n=62 letter grades); Spring 2026: 3.07 GPA, 47.8% A/AB (n=23 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"GEORGE HUBER is recorded teaching in Spring 2017, Spring 2018, Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MARCEL SCHREIER is recorded teaching in Spring 2023, Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"SIDDARTH KRISHNA is recorded teaching in Spring 2022, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"CBE 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430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"THATCHER W ROOT is recorded teaching in Fall 2006, Spring 2008, Fall 2009, Fall 2011, Fall 2012, Fall 2013, Spring 2015, Fall 2015, Fall 2016, Spring 2019, Fall 2019, Fall 2021, Spring 2025, Fall 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":"[{\"mode\": \"professor\", \"instructor_uid\": \"instructor_74dfe4561fa939926a1c93b9\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","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_a080c1efdb87e9c4e8aeb28c","course_id":"CBE 430","catalog_version_id":"d033d2ceea2d494e8899fc4e37b232c31afb1c5ca6ac67af0f2b9aa3a5c961c8","record_version_id":"4b7dc2a332164f9e32eae8bb3fb826adfd106f66d6ec4973b77fa05d0a2d8786","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"ce9581641c220a9717b625a2599b2300f2038be9a50d260d0fb5cf34923336c3","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"CBE 311and320\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 311\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"320\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"The requirements text 'CBE 311and320' lacks explicit separators. Parsed as a conjunction (AND) of CBE 311 and CBE 320 based on standard prerequisite listing conventions for this course. The node n2 evidence is truncated to '320' as it is a \"],\"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_a080c1efdb87e9c4e8aeb28c","course_id":"CBE 430","catalog_version_id":"d033d2ceea2d494e8899fc4e37b232c31afb1c5ca6ac67af0f2b9aa3a5c961c8","record_version_id":"4b7dc2a332164f9e32eae8bb3fb826adfd106f66d6ec4973b77fa05d0a2d8786","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"ce9581641c220a9717b625a2599b2300f2038be9a50d260d0fb5cf34923336c3","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 311\",\"field\":\"description\",\"quote\":\"Properties of ideal and non-ideal vapors and liquids, ideal and non-ideal multicomponent vapor-liquid and liquid-liquid equilibria, complex chemical reaction equilibria, electrolytic solutions, surface thermodynamics, solid phase thermodynamics.\"},{\"course_id\":\"CBE 320\",\"field\":\"description\",\"quote\":\"Mass, momentum, and energy transport; calculation of transport coefficients; solution to problems in viscous flow, heat conduction, and diffusion; dimensional analysis; mass, momentum, and heat transfer coefficients; over-all balances; elementary applications.\"}],\"text\":\"Thermodynamics of mixtures and transport phenomena (mass, momentum, energy).\"}],\"search_phrases\":[\"chemical reactor design\",\"kinetic data analysis\",\"catalytic phenomena\",\"CBE 430 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"Analysis and interpretation of kinetic data\"}],\"text\":\"Analysis and interpretation of kinetic data.\"},{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"application of basic engineering principles to chemical reactor design\"}],\"text\":\"Application of engineering principles to chemical reactor design.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"Analysis and interpretation of kinetic data and catalytic phenomena; application of basic engineering principles to chemical reactor design.\"}],\"text\":\"CBE 430 teaches analysis of kinetic data and catalytic phenomena, applying engineering principles to chemical reactor design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"kinetic data and catalytic phenomena\"}],\"text\":\"Kinetic data and catalytic phenomena.\"},{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"chemical reactor design\"}],\"text\":\"Chemical reactor design.\"}]}","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_a080c1efdb87e9c4e8aeb28c","course_id":"CBE 430","catalog_version_id":"d033d2ceea2d494e8899fc4e37b232c31afb1c5ca6ac67af0f2b9aa3a5c961c8","record_version_id":"4b7dc2a332164f9e32eae8bb3fb826adfd106f66d6ec4973b77fa05d0a2d8786","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"ce9581641c220a9717b625a2599b2300f2038be9a50d260d0fb5cf34923336c3","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Root is a little unorganized, but overall he is a good professor. The exams are sometimes a little too difficult, but I learned a lot from this class.\",\"course_id\":\"CBE 430\",\"date\":\"2020-05-13 19:59:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fcf95ebbd649ddf5b765aab1\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"},{\"comment\":\"I created this page for Dr. Schreier because he is an amazing professor. It is early in the semester, but he is a solid lecturer and really cares about his students. He is extremely knowledgeable about his subject and incorporates at least a couple jokes a class in order to keep your attention. Hard subject, but he does a great job. \",\"course_id\":\"CBE 430\",\"date\":\"2024-02-27 03:57:05 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e03420507ee4b8c424923687\",\"instructor_id\":\"rmp:2987666\",\"instructor_name\":\"Marcel Schreier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDAzNjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2987666\"},{\"comment\":\"Very knowledgeable in the course content and has very organized lectures! The homeworks can be difficult though so recommend going on office hours and reading the textbook for help. Only two midterms and a final so very exam heavy. Overall though, Prof Krishna is a good professor!\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-15 19:16:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5881a4cf0b69de97effb0147\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Prof. Krishna is a great choice for 430. One of the better CBE professors. All lecture material was well-organized and clear cut, with many examples given in-class. Exams were difficult but fair and make up most the grade. Super nice guy.\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-21 17:10:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e93749d8174152ee86d3cd66\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Get ready for disorganized lectures and lots of reading (if you wanna learn anything). We've noticed that he makes a mistake on the board at least once a lecture, which makes it far to learn from your notes afterwards. Least favorite prof so far. \",\"course_id\":\"CBE 430\",\"date\":\"2025-03-30 15:17:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"32745fbc8a159ce8ff5d3a31\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODM5Mjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"}],\"evidence_count\":5,\"review_ids\":[\"fcf95ebbd649ddf5b765aab1\",\"e03420507ee4b8c424923687\",\"5881a4cf0b69de97effb0147\",\"e93749d8174152ee86d3cd66\",\"32745fbc8a159ce8ff5d3a31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2974236\",\"name\":\"Siddarth Krishna\"},{\"id\":\"rmp:2987666\",\"name\":\"Marcel Schreier\"},{\"id\":\"rmp:784960\",\"name\":\"Thatcher Root\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary significantly by instructor; some are clear and organized while others are disorganized or make errors.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof. Root is a little unorganized, but overall he is a good professor. The exams are sometimes a little too difficult, but I learned a lot from this class.\",\"course_id\":\"CBE 430\",\"date\":\"2020-05-13 19:59:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fcf95ebbd649ddf5b765aab1\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"},{\"comment\":\"Very knowledgeable in the course content and has very organized lectures! The homeworks can be difficult though so recommend going on office hours and reading the textbook for help. Only two midterms and a final so very exam heavy. Overall though, Prof Krishna is a good professor!\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-15 19:16:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5881a4cf0b69de97effb0147\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Prof. Krishna is a great choice for 430. One of the better CBE professors. All lecture material was well-organized and clear cut, with many examples given in-class. Exams were difficult but fair and make up most the grade. Super nice guy.\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-21 17:10:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e93749d8174152ee86d3cd66\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Get ready for disorganized lectures and lots of reading (if you wanna learn anything). We've noticed that he makes a mistake on the board at least once a lecture, which makes it far to learn from your notes afterwards. Least favorite prof so far. \",\"course_id\":\"CBE 430\",\"date\":\"2025-03-30 15:17:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"32745fbc8a159ce8ff5d3a31\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODM5Mjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"}],\"evidence_count\":4,\"review_ids\":[\"fcf95ebbd649ddf5b765aab1\",\"5881a4cf0b69de97effb0147\",\"e93749d8174152ee86d3cd66\",\"32745fbc8a159ce8ff5d3a31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2974236\",\"name\":\"Siddarth Krishna\"},{\"id\":\"rmp:784960\",\"name\":\"Thatcher Root\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"The course is heavily exam-focused with difficult but fair tests, requiring significant study outside of class.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof. Huber is a charismatic teacher as well as a caring individual. He is great in office hours and genuinely wants to help you succeed. He did a good job of teaching from a new textbook this semester (Rawlings) and his lectures help simplify more of the complex topics the book dives into. Thanks Prof. Huber!\",\"course_id\":\"CBE 430\",\"date\":\"2018-12-15 22:33:54 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"76acb3bf2841665374bb533c\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"},{\"comment\":\"Would not take his class ever again.\",\"course_id\":\"CBE 430\",\"date\":\"2021-11-10 00:17:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0c88f703fc988c2285daca4\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjE1Mjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"},{\"comment\":\"I created this page for Dr. Schreier because he is an amazing professor. It is early in the semester, but he is a solid lecturer and really cares about his students. He is extremely knowledgeable about his subject and incorporates at least a couple jokes a class in order to keep your attention. Hard subject, but he does a great job. \",\"course_id\":\"CBE 430\",\"date\":\"2024-02-27 03:57:05 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e03420507ee4b8c424923687\",\"instructor_id\":\"rmp:2987666\",\"instructor_name\":\"Marcel Schreier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDAzNjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2987666\"},{\"comment\":\"Very knowledgeable in the course content and has very organized lectures! The homeworks can be difficult though so recommend going on office hours and reading the textbook for help. Only two midterms and a final so very exam heavy. Overall though, Prof Krishna is a good professor!\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-15 19:16:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5881a4cf0b69de97effb0147\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Prof. Krishna is a great choice for 430. One of the better CBE professors. All lecture material was well-organized and clear cut, with many examples given in-class. Exams were difficult but fair and make up most the grade. Super nice guy.\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-21 17:10:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e93749d8174152ee86d3cd66\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Get ready for disorganized lectures and lots of reading (if you wanna learn anything). We've noticed that he makes a mistake on the board at least once a lecture, which makes it far to learn from your notes afterwards. Least favorite prof so far. \",\"course_id\":\"CBE 430\",\"date\":\"2025-03-30 15:17:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"32745fbc8a159ce8ff5d3a31\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODM5Mjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"}],\"evidence_count\":6,\"review_ids\":[\"76acb3bf2841665374bb533c\",\"b0c88f703fc988c2285daca4\",\"e03420507ee4b8c424923687\",\"5881a4cf0b69de97effb0147\",\"e93749d8174152ee86d3cd66\",\"32745fbc8a159ce8ff5d3a31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1953065\",\"name\":\"George Huber\"},{\"id\":\"rmp:2974236\",\"name\":\"Siddarth Krishna\"},{\"id\":\"rmp:2987666\",\"name\":\"Marcel Schreier\"},{\"id\":\"rmp:784960\",\"name\":\"Thatcher Root\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Student satisfaction depends heavily on the instructor, ranging from highly recommended to strongly discouraged.\"}]}","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_a080c1efdb87e9c4e8aeb28c","course_id":"CBE 430","catalog_version_id":"d033d2ceea2d494e8899fc4e37b232c31afb1c5ca6ac67af0f2b9aa3a5c961c8","record_version_id":"4b7dc2a332164f9e32eae8bb3fb826adfd106f66d6ec4973b77fa05d0a2d8786","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"ce9581641c220a9717b625a2599b2300f2038be9a50d260d0fb5cf34923336c3","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"2bd8273b1dd7f2505594d7c142a0479b3ccfba62873c7b96486d5e33bf53def2\",\"course_id\":\"CBE 430\",\"current_instructors\":[{\"instructor_uid\":\"instructor_74dfe4561fa939926a1c93b9\",\"message\":null,\"name\":\"Siddarth Krishna\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2974236\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-15 19:16:39 +0000 UTC\",\"review_id\":\"5881a4cf0b69de97effb0147\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"},{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-21 17:10:44 +0000 UTC\",\"review_id\":\"e93749d8174152ee86d3cd66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"}],\"text\":\"Siddarth Krishna delivers well-organized, clear lectures with in-class examples, supported by his deep content knowledge. Reviewers find him approachable and fair, though they note that homeworks can be difficult and require significant effort or office hour attendance.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.19 GPA, 46.7% A/AB (n=75 letter grades); Fall 2023: 3.15 GPA, 43.9% A/AB (n=66 letter grades); Fall 2024: 3.15 GPA, 49.2% A/AB (n=65 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-15 19:16:39 +0000 UTC\",\"review_id\":\"5881a4cf0b69de97effb0147\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"},{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-21 17:10:44 +0000 UTC\",\"review_id\":\"e93749d8174152ee86d3cd66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"}],\"text\":\"Homeworks can be difficult, requiring students to utilize office hours and the textbook for help, while exams constitute the majority of the grade.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"George Huber\",\"review_date\":\"2018-12-15 22:33:54 +0000 UTC\",\"review_id\":\"76acb3bf2841665374bb533c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"},{\"instructor_name\":\"Thatcher Root\",\"review_date\":\"2020-05-13 19:59:38 +0000 UTC\",\"review_id\":\"fcf95ebbd649ddf5b765aab1\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:784960\",\"source_review_id\":\"UmF0aW5nLTMzMjg2ODU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\",\"type\":\"review\"},{\"instructor_name\":\"George Huber\",\"review_date\":\"2021-11-10 00:17:53 +0000 UTC\",\"review_id\":\"b0c88f703fc988c2285daca4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTM1MjE1Mjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"},{\"instructor_name\":\"Marcel Schreier\",\"review_date\":\"2024-02-27 03:57:05 +0000 UTC\",\"review_id\":\"e03420507ee4b8c424923687\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2987666\",\"source_review_id\":\"UmF0aW5nLTM5MDAzNjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2987666\",\"type\":\"review\"},{\"instructor_name\":\"Thatcher Root\",\"review_date\":\"2025-03-30 15:17:46 +0000 UTC\",\"review_id\":\"32745fbc8a159ce8ff5d3a31\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:784960\",\"source_review_id\":\"UmF0aW5nLTQwODM5Mjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\",\"type\":\"review\"}],\"text\":\"Siddarth Krishna is the current instructor. Historical reviews for George Huber show polarized feedback, with one praising his charisma and another advising against the class, while Thatcher Root's reviews mention disorganized lectures and board errors contrasting with earlier reports of him being a good professor. Marcel Schreier is described as an amazing, knowledgeable lecturer who uses humor.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-15 19:16:39 +0000 UTC\",\"review_id\":\"5881a4cf0b69de97effb0147\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"},{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-21 17:10:44 +0000 UTC\",\"review_id\":\"e93749d8174152ee86d3cd66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"}],\"text\":\"Siddarth Krishna is a knowledgeable and organized professor who provides clear lectures with many examples, though the course is heavily exam-focused with difficult but fair tests.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.05 GPA, 53.7% A/AB (n=41 letter grades); Fall 2025: 2.90 GPA, 37.1% A/AB (n=62 letter grades); Spring 2026: 3.07 GPA, 47.8% A/AB (n=23 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-15 19:16:39 +0000 UTC\",\"review_id\":\"5881a4cf0b69de97effb0147\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"},{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-21 17:10:44 +0000 UTC\",\"review_id\":\"e93749d8174152ee86d3cd66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"}],\"text\":\"Students find Prof. Krishna to be a nice and good professor, appreciating the well-organized material and clear examples provided during class.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"GEORGE HUBER is recorded teaching in Spring 2017, Spring 2018, Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MARCEL SCHREIER is recorded teaching in Spring 2023, Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"SIDDARTH KRISHNA is recorded teaching in Spring 2022, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"CBE 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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_a080c1efdb87e9c4e8aeb28c","course_id":"CBE 430","catalog_version_id":"d033d2ceea2d494e8899fc4e37b232c31afb1c5ca6ac67af0f2b9aa3a5c961c8","record_version_id":"4b7dc2a332164f9e32eae8bb3fb826adfd106f66d6ec4973b77fa05d0a2d8786","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1e112d0c8101f92dd1744f6eb9851a89d435c69645e6fb37e032c2f5aeb88fac","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"CBE 311and320\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":311,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 311\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":320,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"320\",\"id\":\"n2\",\"kind\":\"course\"}],\"notes\":[\"The requirements text 'CBE 311and320' lacks explicit separators. Parsed as a conjunction (AND) of CBE 311 and CBE 320 based on standard prerequisite listing conventions for this course. The node n2 evidence is truncated to '320' as it is a \"],\"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_a080c1efdb87e9c4e8aeb28c","course_id":"CBE 430","catalog_version_id":"d033d2ceea2d494e8899fc4e37b232c31afb1c5ca6ac67af0f2b9aa3a5c961c8","record_version_id":"4b7dc2a332164f9e32eae8bb3fb826adfd106f66d6ec4973b77fa05d0a2d8786","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1e112d0c8101f92dd1744f6eb9851a89d435c69645e6fb37e032c2f5aeb88fac","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 311\",\"field\":\"description\",\"quote\":\"Properties of ideal and non-ideal vapors and liquids, ideal and non-ideal multicomponent vapor-liquid and liquid-liquid equilibria, complex chemical reaction equilibria, electrolytic solutions, surface thermodynamics, solid phase thermodynamics.\"},{\"course_id\":\"CBE 320\",\"field\":\"description\",\"quote\":\"Mass, momentum, and energy transport; calculation of transport coefficients; solution to problems in viscous flow, heat conduction, and diffusion; dimensional analysis; mass, momentum, and heat transfer coefficients; over-all balances; elementary applications.\"}],\"text\":\"Thermodynamics of mixtures and transport phenomena (mass, momentum, energy).\"}],\"search_phrases\":[\"chemical reactor design\",\"kinetic data analysis\",\"catalytic phenomena\",\"CBE 430 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"Analysis and interpretation of kinetic data\"}],\"text\":\"Analysis and interpretation of kinetic data.\"},{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"application of basic engineering principles to chemical reactor design\"}],\"text\":\"Application of engineering principles to chemical reactor design.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"Analysis and interpretation of kinetic data and catalytic phenomena; application of basic engineering principles to chemical reactor design.\"}],\"text\":\"CBE 430 teaches analysis of kinetic data and catalytic phenomena, applying engineering principles to chemical reactor design.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"kinetic data and catalytic phenomena\"}],\"text\":\"Kinetic data and catalytic phenomena.\"},{\"evidence\":[{\"course_id\":\"CBE 430\",\"field\":\"description\",\"quote\":\"chemical reactor design\"}],\"text\":\"Chemical reactor design.\"}]}","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_a080c1efdb87e9c4e8aeb28c","course_id":"CBE 430","catalog_version_id":"d033d2ceea2d494e8899fc4e37b232c31afb1c5ca6ac67af0f2b9aa3a5c961c8","record_version_id":"4b7dc2a332164f9e32eae8bb3fb826adfd106f66d6ec4973b77fa05d0a2d8786","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1e112d0c8101f92dd1744f6eb9851a89d435c69645e6fb37e032c2f5aeb88fac","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Root is a little unorganized, but overall he is a good professor. The exams are sometimes a little too difficult, but I learned a lot from this class.\",\"course_id\":\"CBE 430\",\"date\":\"2020-05-13 19:59:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fcf95ebbd649ddf5b765aab1\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"},{\"comment\":\"I created this page for Dr. Schreier because he is an amazing professor. It is early in the semester, but he is a solid lecturer and really cares about his students. He is extremely knowledgeable about his subject and incorporates at least a couple jokes a class in order to keep your attention. Hard subject, but he does a great job. \",\"course_id\":\"CBE 430\",\"date\":\"2024-02-27 03:57:05 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e03420507ee4b8c424923687\",\"instructor_id\":\"rmp:2987666\",\"instructor_name\":\"Marcel Schreier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDAzNjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2987666\"},{\"comment\":\"Very knowledgeable in the course content and has very organized lectures! The homeworks can be difficult though so recommend going on office hours and reading the textbook for help. Only two midterms and a final so very exam heavy. Overall though, Prof Krishna is a good professor!\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-15 19:16:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5881a4cf0b69de97effb0147\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Prof. Krishna is a great choice for 430. One of the better CBE professors. All lecture material was well-organized and clear cut, with many examples given in-class. Exams were difficult but fair and make up most the grade. Super nice guy.\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-21 17:10:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e93749d8174152ee86d3cd66\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Get ready for disorganized lectures and lots of reading (if you wanna learn anything). We've noticed that he makes a mistake on the board at least once a lecture, which makes it far to learn from your notes afterwards. Least favorite prof so far. \",\"course_id\":\"CBE 430\",\"date\":\"2025-03-30 15:17:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"32745fbc8a159ce8ff5d3a31\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODM5Mjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"}],\"evidence_count\":5,\"review_ids\":[\"fcf95ebbd649ddf5b765aab1\",\"e03420507ee4b8c424923687\",\"5881a4cf0b69de97effb0147\",\"e93749d8174152ee86d3cd66\",\"32745fbc8a159ce8ff5d3a31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2974236\",\"name\":\"Siddarth Krishna\"},{\"id\":\"rmp:2987666\",\"name\":\"Marcel Schreier\"},{\"id\":\"rmp:784960\",\"name\":\"Thatcher Root\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary significantly by instructor; some are clear and organized while others are disorganized or make errors.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof. Root is a little unorganized, but overall he is a good professor. The exams are sometimes a little too difficult, but I learned a lot from this class.\",\"course_id\":\"CBE 430\",\"date\":\"2020-05-13 19:59:38 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"fcf95ebbd649ddf5b765aab1\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMzMjg2ODU4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"},{\"comment\":\"Very knowledgeable in the course content and has very organized lectures! The homeworks can be difficult though so recommend going on office hours and reading the textbook for help. Only two midterms and a final so very exam heavy. Overall though, Prof Krishna is a good professor!\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-15 19:16:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5881a4cf0b69de97effb0147\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Prof. Krishna is a great choice for 430. One of the better CBE professors. All lecture material was well-organized and clear cut, with many examples given in-class. Exams were difficult but fair and make up most the grade. Super nice guy.\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-21 17:10:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e93749d8174152ee86d3cd66\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Get ready for disorganized lectures and lots of reading (if you wanna learn anything). We've noticed that he makes a mistake on the board at least once a lecture, which makes it far to learn from your notes afterwards. Least favorite prof so far. \",\"course_id\":\"CBE 430\",\"date\":\"2025-03-30 15:17:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"32745fbc8a159ce8ff5d3a31\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODM5Mjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"}],\"evidence_count\":4,\"review_ids\":[\"fcf95ebbd649ddf5b765aab1\",\"5881a4cf0b69de97effb0147\",\"e93749d8174152ee86d3cd66\",\"32745fbc8a159ce8ff5d3a31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2974236\",\"name\":\"Siddarth Krishna\"},{\"id\":\"rmp:784960\",\"name\":\"Thatcher Root\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"The course is heavily exam-focused with difficult but fair tests, requiring significant study outside of class.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Prof. Huber is a charismatic teacher as well as a caring individual. He is great in office hours and genuinely wants to help you succeed. He did a good job of teaching from a new textbook this semester (Rawlings) and his lectures help simplify more of the complex topics the book dives into. Thanks Prof. Huber!\",\"course_id\":\"CBE 430\",\"date\":\"2018-12-15 22:33:54 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"76acb3bf2841665374bb533c\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMDQ1OTY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"},{\"comment\":\"Would not take his class ever again.\",\"course_id\":\"CBE 430\",\"date\":\"2021-11-10 00:17:53 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"b0c88f703fc988c2285daca4\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MjE1Mjg5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"},{\"comment\":\"I created this page for Dr. Schreier because he is an amazing professor. It is early in the semester, but he is a solid lecturer and really cares about his students. He is extremely knowledgeable about his subject and incorporates at least a couple jokes a class in order to keep your attention. Hard subject, but he does a great job. \",\"course_id\":\"CBE 430\",\"date\":\"2024-02-27 03:57:05 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e03420507ee4b8c424923687\",\"instructor_id\":\"rmp:2987666\",\"instructor_name\":\"Marcel Schreier\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MDAzNjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2987666\"},{\"comment\":\"Very knowledgeable in the course content and has very organized lectures! The homeworks can be difficult though so recommend going on office hours and reading the textbook for help. Only two midterms and a final so very exam heavy. Overall though, Prof Krishna is a good professor!\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-15 19:16:39 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5881a4cf0b69de97effb0147\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Prof. Krishna is a great choice for 430. One of the better CBE professors. All lecture material was well-organized and clear cut, with many examples given in-class. Exams were difficult but fair and make up most the grade. Super nice guy.\",\"course_id\":\"CBE 430\",\"date\":\"2024-12-21 17:10:44 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e93749d8174152ee86d3cd66\",\"instructor_id\":\"rmp:2974236\",\"instructor_name\":\"Siddarth Krishna\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\"},{\"comment\":\"Get ready for disorganized lectures and lots of reading (if you wanna learn anything). We've noticed that he makes a mistake on the board at least once a lecture, which makes it far to learn from your notes afterwards. Least favorite prof so far. \",\"course_id\":\"CBE 430\",\"date\":\"2025-03-30 15:17:46 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"32745fbc8a159ce8ff5d3a31\",\"instructor_id\":\"rmp:784960\",\"instructor_name\":\"Thatcher Root\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwODM5Mjcw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/784960\"}],\"evidence_count\":6,\"review_ids\":[\"76acb3bf2841665374bb533c\",\"b0c88f703fc988c2285daca4\",\"e03420507ee4b8c424923687\",\"5881a4cf0b69de97effb0147\",\"e93749d8174152ee86d3cd66\",\"32745fbc8a159ce8ff5d3a31\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1953065\",\"name\":\"George Huber\"},{\"id\":\"rmp:2974236\",\"name\":\"Siddarth Krishna\"},{\"id\":\"rmp:2987666\",\"name\":\"Marcel Schreier\"},{\"id\":\"rmp:784960\",\"name\":\"Thatcher Root\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Student satisfaction depends heavily on the instructor, ranging from highly recommended to strongly discouraged.\"}]}","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_a080c1efdb87e9c4e8aeb28c","course_id":"CBE 430","catalog_version_id":"d033d2ceea2d494e8899fc4e37b232c31afb1c5ca6ac67af0f2b9aa3a5c961c8","record_version_id":"4b7dc2a332164f9e32eae8bb3fb826adfd106f66d6ec4973b77fa05d0a2d8786","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"1e112d0c8101f92dd1744f6eb9851a89d435c69645e6fb37e032c2f5aeb88fac","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"2bd8273b1dd7f2505594d7c142a0479b3ccfba62873c7b96486d5e33bf53def2\",\"course_id\":\"CBE 430\",\"current_instructors\":[{\"instructor_uid\":\"instructor_74dfe4561fa939926a1c93b9\",\"message\":null,\"name\":\"Siddarth Krishna\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2974236\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-15 19:16:39 +0000 UTC\",\"review_id\":\"5881a4cf0b69de97effb0147\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"},{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-21 17:10:44 +0000 UTC\",\"review_id\":\"e93749d8174152ee86d3cd66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"}],\"text\":\"Siddarth Krishna delivers well-organized, clear lectures with in-class examples, supported by his deep content knowledge. Reviewers find him approachable and fair, though they note that homeworks can be difficult and require significant effort or office hour attendance.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.19 GPA, 46.7% A/AB (n=75 letter grades); Fall 2023: 3.15 GPA, 43.9% A/AB (n=66 letter grades); Fall 2024: 3.15 GPA, 49.2% A/AB (n=65 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-15 19:16:39 +0000 UTC\",\"review_id\":\"5881a4cf0b69de97effb0147\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"},{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-21 17:10:44 +0000 UTC\",\"review_id\":\"e93749d8174152ee86d3cd66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"}],\"text\":\"Homeworks can be difficult, requiring students to utilize office hours and the textbook for help, while exams constitute the majority of the grade.\"}],\"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\":\"Siddarth Krishna\",\"review_date\":\"2024-12-15 19:16:39 +0000 UTC\",\"review_id\":\"5881a4cf0b69de97effb0147\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"},{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-21 17:10:44 +0000 UTC\",\"review_id\":\"e93749d8174152ee86d3cd66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"}],\"text\":\"Siddarth Krishna is a knowledgeable and organized professor who provides clear lectures with many examples, though the course is heavily exam-focused with difficult but fair tests.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.05 GPA, 53.7% A/AB (n=41 letter grades); Fall 2025: 2.90 GPA, 37.1% A/AB (n=62 letter grades); Spring 2026: 3.07 GPA, 47.8% A/AB (n=23 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-15 19:16:39 +0000 UTC\",\"review_id\":\"5881a4cf0b69de97effb0147\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwMzA5Nzg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"},{\"instructor_name\":\"Siddarth Krishna\",\"review_date\":\"2024-12-21 17:10:44 +0000 UTC\",\"review_id\":\"e93749d8174152ee86d3cd66\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2974236\",\"source_review_id\":\"UmF0aW5nLTQwNDA4NTE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2974236\",\"type\":\"review\"}],\"text\":\"Students find Prof. Krishna to be a nice and good professor, appreciating the well-organized material and clear examples provided during class.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"GEORGE HUBER is recorded teaching in Spring 2017, Spring 2018, Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MARCEL SCHREIER is recorded teaching in Spring 2023, Spring 2024, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"SIDDARTH KRISHNA is recorded teaching in Spring 2022, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 430\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"source_record\":{\"entity_id\":\"df02c345-3241-3eb0-af73-1087351bc881\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"THATCHER W ROOT is recorded teaching in Fall 2006, Spring 2008, Fall 2009, Fall 2011, Fall 2012, Fall 2013, Spring 2015, Fall 2015, Fall 2016, Spring 2019, Fall 2019, Fall 2021, Spring 2025, Fall 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":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]