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He's easy going and down to earth.  As a ME 368 lab instructor, everyone in our section is beyond thankful to be in his lab compared to the others.  He grades everything promptly.  Feedback is a little vague, but it's not too bad.  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Labs constitute a large portion of the grade and vary greatly in difficulty.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I learn absolutely nothing from this guy. I am currently writing a 10 page lab report for him right now. I go to lecture everyday, but the concept on this lab is completely new to me.\",\"course_id\":\"ME 368\",\"date\":\"2010-02-04 21:33:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"405a5fbdfd8cd6c1f596bd8e\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE2Nzg0NzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"},{\"comment\":\"not Scott's fault that this course sucks. he probably does a better job with it than other people would. he is nerdy but he enjoys this subject a lot. that being said don't expect feedback or much help. expect a lot of time spent on HW and labs. he says part of the course is \\\"troubleshooting\\\" so things are vague. will not be fun  but is required\",\"course_id\":\"ME 368\",\"date\":\"2015-12-14 18:59:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b0991387c1926b293aba7e68\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"}],\"evidence_count\":2,\"review_ids\":[\"405a5fbdfd8cd6c1f596bd8e\",\"b0991387c1926b293aba7e68\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:619286\",\"name\":\"Scott Sanders\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Students expect to spend a lot of time on homework and labs. The course is described as requiring significant effort, particularly for troubleshooting tasks.\"}]}","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_5e431c462635aa7dbe86d6d9","course_id":"ME 368","catalog_version_id":"0471942a1a1bc1af9bccece4fcac3ca2807563572e312a02e6aefe9d237593b3","record_version_id":"04e75843db99e5088738dfb0d3e96f47c6a61d36b8415e86c36bd4cc4a5c6e33","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"f6704f6a22b737ebef6b0160ed0a3cdb7648ecb2b89cbdc56a5235e59a6265f3","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"d6df52296bd086add814f7fbcc13e4eff1c5517042e1353fb02f19ded209d9db\",\"course_id\":\"ME 368\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6600fbd8eba35c08a882fca4\",\"message\":\"No course-specific reviews available\",\"name\":\"Joseph Andrews\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2973843\",\"summary\":[{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.50 GPA, 68.2% A/AB (n=110 letter grades); Fall 2023: 3.44 GPA, 61.3% A/AB (n=124 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"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\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.79 GPA, 90.4% A/AB (n=114 letter grades); Fall 2025: 3.51 GPA, 75.7% A/AB (n=173 letter grades); Spring 2026: 3.79 GPA, 90.0% A/AB (n=120 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"}],\"text\":\"DANNY AERTS is recorded teaching in Fall 2006, Fall 2007, Spring 2011, Fall 2012, Spring 2013, Fall 2013, Fall 2014, Spring 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"JOSEPH ANDREWS is recorded teaching in Fall 2021, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"ME 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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":"[{\"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_5e431c462635aa7dbe86d6d9","course_id":"ME 368","catalog_version_id":"0471942a1a1bc1af9bccece4fcac3ca2807563572e312a02e6aefe9d237593b3","record_version_id":"04e75843db99e5088738dfb0d3e96f47c6a61d36b8415e86c36bd4cc4a5c6e33","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"de3ab4b52e5fb863c5c9d40ef8a1c5784efa4094110d2653668f76debb2f2531","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(M E 306 orE M A 303),M E 361,340, and (E C E 376,230, orM E 376)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(M E 306 orE M A 303)\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":361,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 361\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E 376,230, orM E 376)\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"M E 306\",\"course\":null,\"evidence\":\"M E 306\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"EMA\"],\"timing\":\"prior\"},\"evidence\":\"E M A 303\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 376\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":230,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"230\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 376\",\"id\":\"n9\",\"kind\":\"course\"}],\"notes\":[\"ME 306 is not found in the provided course list or linked courses; 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thermodynamic properties of gases, vapors, and gas-vapor mixtures; energy-systems analysis including power cycles, refrigeration cycles and air-conditioning processes.\"}],\"text\":\"Thermodynamics fundamentals\"},{\"evidence\":[{\"course_id\":\"ECE 376\",\"field\":\"description\",\"quote\":\"Ohm's law, Kirchhoff's laws, resistive circuits, nodal and mesh analysis, superposition, equivalent circuits using Thevenin and Norton Theorems, op amps and op amp circuits, capacitors and inductors in first-order circuits, sinusoidal steady state, phasors, RMS value, complex power, power factor, mutual inductance, linear and ideal transformers.\"}],\"text\":\"Electrical circuit analysis and design\"}],\"search_phrases\":[\"engineering measurements instrumentation\",\"experimental design hypothesis testing\",\"control system design instrumentation\",\"ME 368 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Theory of modern instrumentation, the design and execution of experiments and the analysis of experimental data.\"}],\"text\":\"Design and execution of experiments\"},{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Laboratory provides direct experience with concepts in the context of experimental design for hypothesis testing, for product evaluation and for control system design.\"}],\"text\":\"Hypothesis testing and product evaluation\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"title\",\"quote\":\"ENGINEERING MEASUREMENTS AND INSTRUMENTATION\"},{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Theory of modern instrumentation, the design and execution of experiments and the analysis of experimental data.\"}],\"text\":\"Covers theory of modern instrumentation, experimental design, and data analysis for hypothesis testing and control systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Theory of modern instrumentation, the design and execution of experiments and the analysis of experimental data.\"}],\"text\":\"Modern instrumentation theory\"},{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Laboratory provides direct experience with concepts in the context of experimental design for hypothesis testing, for product evaluation and for control system design.\"}],\"text\":\"Experimental design and control systems\"}]}","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_5e431c462635aa7dbe86d6d9","course_id":"ME 368","catalog_version_id":"0471942a1a1bc1af9bccece4fcac3ca2807563572e312a02e6aefe9d237593b3","record_version_id":"04e75843db99e5088738dfb0d3e96f47c6a61d36b8415e86c36bd4cc4a5c6e33","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"de3ab4b52e5fb863c5c9d40ef8a1c5784efa4094110d2653668f76debb2f2531","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Danny is a good guy.  He's easy going and down to earth.  As a ME 368 lab instructor, everyone in our section is beyond thankful to be in his lab compared to the others.  He grades everything promptly.  Feedback is a little vague, but it's not too bad.  In other words, go Danny or go home.\",\"course_id\":\"ME 368\",\"date\":\"2009-11-10 20:56:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"37f50b2c915d013352006f62\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE2MzQ2MDUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"Prof Aerts is not helpful and can be rude as well.\",\"course_id\":\"ME 368\",\"date\":\"2014-03-01 14:52:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2b2f5806a94a1a1b25f16964\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyODc3NDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"I had Danny for lecture, and he's not a very engaging lecturer (just read the lecture slides and you'll be fine, read the book for extra help). However, I also had Danny as my lab instructor, and that was great. He is kind and very patient. The grading was fair and he graded very easily on the final lab.\",\"course_id\":\"ME 368\",\"date\":\"2015-01-07 19:34:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"295f0012a946b22373d69f61\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MjQ5NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"not Scott's fault that this course sucks. he probably does a better job with it than other people would. he is nerdy but he enjoys this subject a lot. that being said don't expect feedback or much help. expect a lot of time spent on HW and labs. he says part of the course is \\\"troubleshooting\\\" so things are vague. will not be fun  but is required\",\"course_id\":\"ME 368\",\"date\":\"2015-12-14 18:59:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b0991387c1926b293aba7e68\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"}],\"evidence_count\":4,\"review_ids\":[\"37f50b2c915d013352006f62\",\"2b2f5806a94a1a1b25f16964\",\"295f0012a946b22373d69f61\",\"b0991387c1926b293aba7e68\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:619286\",\"name\":\"Scott Sanders\"},{\"id\":\"rmp:976032\",\"name\":\"Danny Aerts\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Lectures are described as boring and not engaging, with instructors simply reading slides. However, lab instruction quality varies significantly by instructor, with some being patient and kind while others are unhelpful or rude.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Danny is a good guy.  He's easy going and down to earth.  As a ME 368 lab instructor, everyone in our section is beyond thankful to be in his lab compared to the others.  He grades everything promptly.  Feedback is a little vague, but it's not too bad.  In other words, go Danny or go home.\",\"course_id\":\"ME 368\",\"date\":\"2009-11-10 20:56:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"37f50b2c915d013352006f62\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE2MzQ2MDUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"The material is very straightforward, labs constitute large portion of your grade and range greatly in difficulty. Lectures are as boring as any and the book is not very useful.\",\"course_id\":\"ME 368\",\"date\":\"2015-01-02 16:18:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8fd4fcd1e5913868df67efb9\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MjE3MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"I had Danny for lecture, and he's not a very engaging lecturer (just read the lecture slides and you'll be fine, read the book for extra help). However, I also had Danny as my lab instructor, and that was great. He is kind and very patient. The grading was fair and he graded very easily on the final lab.\",\"course_id\":\"ME 368\",\"date\":\"2015-01-07 19:34:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"295f0012a946b22373d69f61\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MjQ5NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"not Scott's fault that this course sucks. he probably does a better job with it than other people would. he is nerdy but he enjoys this subject a lot. that being said don't expect feedback or much help. expect a lot of time spent on HW and labs. he says part of the course is \\\"troubleshooting\\\" so things are vague. will not be fun  but is required\",\"course_id\":\"ME 368\",\"date\":\"2015-12-14 18:59:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b0991387c1926b293aba7e68\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"}],\"evidence_count\":4,\"review_ids\":[\"37f50b2c915d013352006f62\",\"8fd4fcd1e5913868df67efb9\",\"295f0012a946b22373d69f61\",\"b0991387c1926b293aba7e68\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:619286\",\"name\":\"Scott Sanders\"},{\"id\":\"rmp:976032\",\"name\":\"Danny Aerts\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is generally considered fair and prompt by some, but feedback can be vague. Labs constitute a large portion of the grade and vary greatly in difficulty.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I learn absolutely nothing from this guy. I am currently writing a 10 page lab report for him right now. I go to lecture everyday, but the concept on this lab is completely new to me.\",\"course_id\":\"ME 368\",\"date\":\"2010-02-04 21:33:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"405a5fbdfd8cd6c1f596bd8e\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE2Nzg0NzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"},{\"comment\":\"not Scott's fault that this course sucks. he probably does a better job with it than other people would. he is nerdy but he enjoys this subject a lot. that being said don't expect feedback or much help. expect a lot of time spent on HW and labs. he says part of the course is \\\"troubleshooting\\\" so things are vague. will not be fun  but is required\",\"course_id\":\"ME 368\",\"date\":\"2015-12-14 18:59:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b0991387c1926b293aba7e68\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"}],\"evidence_count\":2,\"review_ids\":[\"405a5fbdfd8cd6c1f596bd8e\",\"b0991387c1926b293aba7e68\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:619286\",\"name\":\"Scott Sanders\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Students expect to spend a lot of time on homework and labs. The course is described as requiring significant effort, particularly for troubleshooting tasks.\"}]}","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_5e431c462635aa7dbe86d6d9","course_id":"ME 368","catalog_version_id":"0471942a1a1bc1af9bccece4fcac3ca2807563572e312a02e6aefe9d237593b3","record_version_id":"04e75843db99e5088738dfb0d3e96f47c6a61d36b8415e86c36bd4cc4a5c6e33","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"de3ab4b52e5fb863c5c9d40ef8a1c5784efa4094110d2653668f76debb2f2531","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"d6df52296bd086add814f7fbcc13e4eff1c5517042e1353fb02f19ded209d9db\",\"course_id\":\"ME 368\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6600fbd8eba35c08a882fca4\",\"message\":\"No course-specific reviews available\",\"name\":\"Joseph Andrews\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2973843\",\"summary\":[{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.50 GPA, 68.2% A/AB (n=110 letter grades); Fall 2023: 3.44 GPA, 61.3% A/AB (n=124 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Scott Sanders\",\"review_date\":\"2010-02-04 21:33:19 +0000 UTC\",\"review_id\":\"405a5fbdfd8cd6c1f596bd8e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:619286\",\"source_review_id\":\"UmF0aW5nLTE2Nzg0NzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2015-01-02 16:18:10 +0000 UTC\",\"review_id\":\"8fd4fcd1e5913868df67efb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTI0MjE3MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Scott Sanders\",\"review_date\":\"2015-12-14 18:59:25 +0000 UTC\",\"review_id\":\"b0991387c1926b293aba7e68\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:619286\",\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\",\"type\":\"review\"}],\"text\":\"Historical reviews of Danny Aerts, Scott Sanders: Labs constitute a large portion of the grade and require substantial time for troubleshooting and reports. Reviewers report varying difficulty levels and occasional lack of feedback.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2009-11-10 20:56:52 +0000 UTC\",\"review_id\":\"37f50b2c915d013352006f62\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTE2MzQ2MDUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Scott Sanders\",\"review_date\":\"2010-02-04 21:33:19 +0000 UTC\",\"review_id\":\"405a5fbdfd8cd6c1f596bd8e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:619286\",\"source_review_id\":\"UmF0aW5nLTE2Nzg0NzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2014-03-01 14:52:55 +0000 UTC\",\"review_id\":\"2b2f5806a94a1a1b25f16964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTIyODc3NDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2015-01-02 16:18:10 +0000 UTC\",\"review_id\":\"8fd4fcd1e5913868df67efb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTI0MjE3MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2015-01-07 19:34:56 +0000 UTC\",\"review_id\":\"295f0012a946b22373d69f61\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTI0MjQ5NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Scott Sanders\",\"review_date\":\"2015-12-14 18:59:25 +0000 UTC\",\"review_id\":\"b0991387c1926b293aba7e68\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:619286\",\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\",\"type\":\"review\"}],\"text\":\"Joseph Andrews is the current instructor for ME 368. Historical reviews for Danny Aerts describe him as a patient and fair lab instructor, though some found his lectures unengaging and feedback vague. Scott Sanders was viewed as knowledgeable but provided minimal help and vague expectations, requiring significant student effort.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2009-11-10 20:56:52 +0000 UTC\",\"review_id\":\"37f50b2c915d013352006f62\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTE2MzQ2MDUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2015-01-02 16:18:10 +0000 UTC\",\"review_id\":\"8fd4fcd1e5913868df67efb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTI0MjE3MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2015-01-07 19:34:56 +0000 UTC\",\"review_id\":\"295f0012a946b22373d69f61\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTI0MjQ5NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Scott Sanders\",\"review_date\":\"2015-12-14 18:59:25 +0000 UTC\",\"review_id\":\"b0991387c1926b293aba7e68\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:619286\",\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\",\"type\":\"review\"}],\"text\":\"Reviews for historical instructors Danny Aerts and Scott Sanders describe a straightforward course where labs heavily impact grades, though lecture engagement and lab support differ between instructors.\"},{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.79 GPA, 90.4% A/AB (n=114 letter grades); Fall 2025: 3.51 GPA, 75.7% A/AB (n=173 letter grades); Spring 2026: 3.79 GPA, 90.0% A/AB (n=120 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2009-11-10 20:56:52 +0000 UTC\",\"review_id\":\"37f50b2c915d013352006f62\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTE2MzQ2MDUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2014-03-01 14:52:55 +0000 UTC\",\"review_id\":\"2b2f5806a94a1a1b25f16964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTIyODc3NDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2015-01-07 19:34:56 +0000 UTC\",\"review_id\":\"295f0012a946b22373d69f61\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTI0MjQ5NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Scott Sanders\",\"review_date\":\"2015-12-14 18:59:25 +0000 UTC\",\"review_id\":\"b0991387c1926b293aba7e68\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:619286\",\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\",\"type\":\"review\"}],\"text\":\"Historical reviews of Danny Aerts, Scott Sanders: Lab instruction experiences differ, with some praising prompt grading and patience while others cite vague feedback or rudeness. Lectures are described as unengaging.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"}],\"text\":\"DANNY AERTS is recorded teaching in Fall 2006, Fall 2007, Spring 2011, Fall 2012, Spring 2013, Fall 2013, Fall 2014, Spring 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"JOSEPH ANDREWS is recorded teaching in Fall 2021, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"SCOTT SANDERS is recorded teaching in Fall 2009, Spring 2010, Spring 2011, Spring 2012, Spring 2013, Spring 2014, Fall 2015, Fall 2016, Spring 2018, Fall 2019, Fall 2022, Fall 2024, 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":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_5e431c462635aa7dbe86d6d9","course_id":"ME 368","catalog_version_id":"0471942a1a1bc1af9bccece4fcac3ca2807563572e312a02e6aefe9d237593b3","record_version_id":"04e75843db99e5088738dfb0d3e96f47c6a61d36b8415e86c36bd4cc4a5c6e33","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"4704178fb90c0bb5e14ec56fa8627680e77f470f92e1965401e7bda167b09eab","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(M E 306 orE M A 303),M E 361,340, and (E C E 376,230, orM E 376)\",\"id\":\"n0\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(M E 306 orE M A 303)\",\"id\":\"n1\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":361,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 361\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":340,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"340\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[\"n7\",\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"(E C E 376,230, orM E 376)\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"M E 306\",\"course\":null,\"evidence\":\"M E 306\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":303,\"minimum_grade\":null,\"subjects\":[\"EMA\"],\"timing\":\"prior\"},\"evidence\":\"E M A 303\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 376\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":230,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"230\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior\"},\"evidence\":\"M E 376\",\"id\":\"n9\",\"kind\":\"course\"}],\"notes\":[\"ME 306 is not found in the provided course list or linked courses; this prerequisite requires manual verification.\"],\"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_5e431c462635aa7dbe86d6d9","course_id":"ME 368","catalog_version_id":"0471942a1a1bc1af9bccece4fcac3ca2807563572e312a02e6aefe9d237593b3","record_version_id":"04e75843db99e5088738dfb0d3e96f47c6a61d36b8415e86c36bd4cc4a5c6e33","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"4704178fb90c0bb5e14ec56fa8627680e77f470f92e1965401e7bda167b09eab","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 340\",\"field\":\"description\",\"quote\":\"Students are assumed to have basic competence in particle and planar rigid body dynamics, matrix and vector algebra, and linear differential equations.\"}],\"text\":\"Basic competence in dynamics, linear algebra, and differential equations\"},{\"evidence\":[{\"course_id\":\"ME 361\",\"field\":\"description\",\"quote\":\"First and second laws of thermodynamics; thermodynamic properties of gases, vapors, and gas-vapor mixtures; energy-systems analysis including power cycles, refrigeration cycles and air-conditioning processes.\"}],\"text\":\"Thermodynamics fundamentals\"},{\"evidence\":[{\"course_id\":\"ECE 376\",\"field\":\"description\",\"quote\":\"Ohm's law, Kirchhoff's laws, resistive circuits, nodal and mesh analysis, superposition, equivalent circuits using Thevenin and Norton Theorems, op amps and op amp circuits, capacitors and inductors in first-order circuits, sinusoidal steady state, phasors, RMS value, complex power, power factor, mutual inductance, linear and ideal transformers.\"}],\"text\":\"Electrical circuit analysis and design\"}],\"search_phrases\":[\"engineering measurements instrumentation\",\"experimental design hypothesis testing\",\"control system design instrumentation\",\"ME 368 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Theory of modern instrumentation, the design and execution of experiments and the analysis of experimental data.\"}],\"text\":\"Design and execution of experiments\"},{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Laboratory provides direct experience with concepts in the context of experimental design for hypothesis testing, for product evaluation and for control system design.\"}],\"text\":\"Hypothesis testing and product evaluation\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"title\",\"quote\":\"ENGINEERING MEASUREMENTS AND INSTRUMENTATION\"},{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Theory of modern instrumentation, the design and execution of experiments and the analysis of experimental data.\"}],\"text\":\"Covers theory of modern instrumentation, experimental design, and data analysis for hypothesis testing and control systems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Theory of modern instrumentation, the design and execution of experiments and the analysis of experimental data.\"}],\"text\":\"Modern instrumentation theory\"},{\"evidence\":[{\"course_id\":\"ME 368\",\"field\":\"description\",\"quote\":\"Laboratory provides direct experience with concepts in the context of experimental design for hypothesis testing, for product evaluation and for control system design.\"}],\"text\":\"Experimental design and control systems\"}]}","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_5e431c462635aa7dbe86d6d9","course_id":"ME 368","catalog_version_id":"0471942a1a1bc1af9bccece4fcac3ca2807563572e312a02e6aefe9d237593b3","record_version_id":"04e75843db99e5088738dfb0d3e96f47c6a61d36b8415e86c36bd4cc4a5c6e33","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"4704178fb90c0bb5e14ec56fa8627680e77f470f92e1965401e7bda167b09eab","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Danny is a good guy.  He's easy going and down to earth.  As a ME 368 lab instructor, everyone in our section is beyond thankful to be in his lab compared to the others.  He grades everything promptly.  Feedback is a little vague, but it's not too bad.  In other words, go Danny or go home.\",\"course_id\":\"ME 368\",\"date\":\"2009-11-10 20:56:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"37f50b2c915d013352006f62\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE2MzQ2MDUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"Prof Aerts is not helpful and can be rude as well.\",\"course_id\":\"ME 368\",\"date\":\"2014-03-01 14:52:55 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2b2f5806a94a1a1b25f16964\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyODc3NDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"I had Danny for lecture, and he's not a very engaging lecturer (just read the lecture slides and you'll be fine, read the book for extra help). However, I also had Danny as my lab instructor, and that was great. He is kind and very patient. The grading was fair and he graded very easily on the final lab.\",\"course_id\":\"ME 368\",\"date\":\"2015-01-07 19:34:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"295f0012a946b22373d69f61\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MjQ5NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"not Scott's fault that this course sucks. he probably does a better job with it than other people would. he is nerdy but he enjoys this subject a lot. that being said don't expect feedback or much help. expect a lot of time spent on HW and labs. he says part of the course is \\\"troubleshooting\\\" so things are vague. will not be fun  but is required\",\"course_id\":\"ME 368\",\"date\":\"2015-12-14 18:59:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b0991387c1926b293aba7e68\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"}],\"evidence_count\":4,\"review_ids\":[\"37f50b2c915d013352006f62\",\"2b2f5806a94a1a1b25f16964\",\"295f0012a946b22373d69f61\",\"b0991387c1926b293aba7e68\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:619286\",\"name\":\"Scott Sanders\"},{\"id\":\"rmp:976032\",\"name\":\"Danny Aerts\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Lectures are described as boring and not engaging, with instructors simply reading slides. However, lab instruction quality varies significantly by instructor, with some being patient and kind while others are unhelpful or rude.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Danny is a good guy.  He's easy going and down to earth.  As a ME 368 lab instructor, everyone in our section is beyond thankful to be in his lab compared to the others.  He grades everything promptly.  Feedback is a little vague, but it's not too bad.  In other words, go Danny or go home.\",\"course_id\":\"ME 368\",\"date\":\"2009-11-10 20:56:52 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"37f50b2c915d013352006f62\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTE2MzQ2MDUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"The material is very straightforward, labs constitute large portion of your grade and range greatly in difficulty. Lectures are as boring as any and the book is not very useful.\",\"course_id\":\"ME 368\",\"date\":\"2015-01-02 16:18:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"8fd4fcd1e5913868df67efb9\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MjE3MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"I had Danny for lecture, and he's not a very engaging lecturer (just read the lecture slides and you'll be fine, read the book for extra help). However, I also had Danny as my lab instructor, and that was great. He is kind and very patient. The grading was fair and he graded very easily on the final lab.\",\"course_id\":\"ME 368\",\"date\":\"2015-01-07 19:34:56 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"295f0012a946b22373d69f61\",\"instructor_id\":\"rmp:976032\",\"instructor_name\":\"Danny Aerts\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MjQ5NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\"},{\"comment\":\"not Scott's fault that this course sucks. he probably does a better job with it than other people would. he is nerdy but he enjoys this subject a lot. that being said don't expect feedback or much help. expect a lot of time spent on HW and labs. he says part of the course is \\\"troubleshooting\\\" so things are vague. will not be fun  but is required\",\"course_id\":\"ME 368\",\"date\":\"2015-12-14 18:59:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b0991387c1926b293aba7e68\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"}],\"evidence_count\":4,\"review_ids\":[\"37f50b2c915d013352006f62\",\"8fd4fcd1e5913868df67efb9\",\"295f0012a946b22373d69f61\",\"b0991387c1926b293aba7e68\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:619286\",\"name\":\"Scott Sanders\"},{\"id\":\"rmp:976032\",\"name\":\"Danny Aerts\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Grading is generally considered fair and prompt by some, but feedback can be vague. Labs constitute a large portion of the grade and vary greatly in difficulty.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"I learn absolutely nothing from this guy. I am currently writing a 10 page lab report for him right now. I go to lecture everyday, but the concept on this lab is completely new to me.\",\"course_id\":\"ME 368\",\"date\":\"2010-02-04 21:33:19 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"405a5fbdfd8cd6c1f596bd8e\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE2Nzg0NzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"},{\"comment\":\"not Scott's fault that this course sucks. he probably does a better job with it than other people would. he is nerdy but he enjoys this subject a lot. that being said don't expect feedback or much help. expect a lot of time spent on HW and labs. he says part of the course is \\\"troubleshooting\\\" so things are vague. will not be fun  but is required\",\"course_id\":\"ME 368\",\"date\":\"2015-12-14 18:59:25 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"b0991387c1926b293aba7e68\",\"instructor_id\":\"rmp:619286\",\"instructor_name\":\"Scott Sanders\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\"}],\"evidence_count\":2,\"review_ids\":[\"405a5fbdfd8cd6c1f596bd8e\",\"b0991387c1926b293aba7e68\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:619286\",\"name\":\"Scott Sanders\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2010\"},\"sentiment\":\"negative\",\"summary\":\"Students expect to spend a lot of time on homework and labs. The course is described as requiring significant effort, particularly for troubleshooting tasks.\"}]}","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_5e431c462635aa7dbe86d6d9","course_id":"ME 368","catalog_version_id":"0471942a1a1bc1af9bccece4fcac3ca2807563572e312a02e6aefe9d237593b3","record_version_id":"04e75843db99e5088738dfb0d3e96f47c6a61d36b8415e86c36bd4cc4a5c6e33","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"4704178fb90c0bb5e14ec56fa8627680e77f470f92e1965401e7bda167b09eab","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"d6df52296bd086add814f7fbcc13e4eff1c5517042e1353fb02f19ded209d9db\",\"course_id\":\"ME 368\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6600fbd8eba35c08a882fca4\",\"message\":\"No course-specific reviews available\",\"name\":\"Joseph Andrews\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2973843\",\"summary\":[{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.50 GPA, 68.2% A/AB (n=110 letter grades); Fall 2023: 3.44 GPA, 61.3% A/AB (n=124 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2009-11-10 20:56:52 +0000 UTC\",\"review_id\":\"37f50b2c915d013352006f62\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTE2MzQ2MDUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Scott Sanders\",\"review_date\":\"2010-02-04 21:33:19 +0000 UTC\",\"review_id\":\"405a5fbdfd8cd6c1f596bd8e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:619286\",\"source_review_id\":\"UmF0aW5nLTE2Nzg0NzYw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2014-03-01 14:52:55 +0000 UTC\",\"review_id\":\"2b2f5806a94a1a1b25f16964\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTIyODc3NDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2015-01-02 16:18:10 +0000 UTC\",\"review_id\":\"8fd4fcd1e5913868df67efb9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTI0MjE3MTcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Danny Aerts\",\"review_date\":\"2015-01-07 19:34:56 +0000 UTC\",\"review_id\":\"295f0012a946b22373d69f61\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:976032\",\"source_review_id\":\"UmF0aW5nLTI0MjQ5NzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/976032\",\"type\":\"review\"},{\"instructor_name\":\"Scott Sanders\",\"review_date\":\"2015-12-14 18:59:25 +0000 UTC\",\"review_id\":\"b0991387c1926b293aba7e68\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:619286\",\"source_review_id\":\"UmF0aW5nLTI1NjkwNzE1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/619286\",\"type\":\"review\"}],\"text\":\"Joseph Andrews is the current instructor for ME 368. Historical reviews for Danny Aerts describe him as a patient and fair lab instructor, though some found his lectures unengaging and feedback vague. Scott Sanders was viewed as knowledgeable but provided minimal help and vague expectations, requiring significant student effort.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.79 GPA, 90.4% A/AB (n=114 letter grades); Fall 2025: 3.51 GPA, 75.7% A/AB (n=173 letter grades); Spring 2026: 3.79 GPA, 90.0% A/AB (n=120 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"}],\"text\":\"DANNY AERTS is recorded teaching in Fall 2006, Fall 2007, Spring 2011, Fall 2012, Spring 2013, Fall 2013, Fall 2014, Spring 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"JOSEPH ANDREWS is recorded teaching in Fall 2021, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"},{\"course_id\":\"ME 368\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"source_record\":{\"entity_id\":\"a9f882cf-89c5-3794-b754-49c8d33bc7c4\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"ME 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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":"[{\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]