[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"f86f42f665b20a72ec87f58a33122d2582942c6553fb657924b2fc68c555ec1f","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"f86f42f665b20a72ec87f58a33122d2582942c6553fb657924b2fc68c555ec1f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"human factors engineering\",\"special topics ISYE\",\"human factors special topics\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN HUMAN FACTORS\"},{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"ISYE 602 covers various special topics in human factors engineering, with content varying by semester.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"Human factors engineering\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"f86f42f665b20a72ec87f58a33122d2582942c6553fb657924b2fc68c555ec1f","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"58f3b36bc3ac21ecd9727df3171a7c996d8fbde6680f192b5f33851e9f68a7fc","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"58f3b36bc3ac21ecd9727df3171a7c996d8fbde6680f192b5f33851e9f68a7fc","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"human factors engineering\",\"special topics ISYE\",\"human factors special topics\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN HUMAN FACTORS\"},{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"ISYE 602 covers various special topics in human factors engineering, with content varying by semester.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"Human factors engineering\"}]}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"58f3b36bc3ac21ecd9727df3171a7c996d8fbde6680f192b5f33851e9f68a7fc","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8317062f3cfcde71d92e90c5fe1f30f223770cc23bddc48758cc047c32c3a1dc","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8317062f3cfcde71d92e90c5fe1f30f223770cc23bddc48758cc047c32c3a1dc","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"human factors engineering\",\"special topics ISYE\",\"human factors special topics\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN HUMAN FACTORS\"},{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"ISYE 602 covers various special topics in human factors engineering, with content varying by semester.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"Human factors engineering\"}]}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8317062f3cfcde71d92e90c5fe1f30f223770cc23bddc48758cc047c32c3a1dc","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8317062f3cfcde71d92e90c5fe1f30f223770cc23bddc48758cc047c32c3a1dc","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"a57e93a22c1bd2ec15afcca34863a63781b443d078be6ddd8cf942d8f0b0c3e7\",\"course_id\":\"ISYE 602\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a65bc7d6709365e70eac0328\",\"message\":\"No course-specific reviews available\",\"name\":\"Hannah Silber\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2522752\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.94 GPA, 100.0% A/AB (n=17 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 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\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.84 GPA, 92.2% A/AB (n=64 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 letter grades); Spring 2026: 3.72 GPA, 83.7% A/AB (n=43 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANNAH SILBER is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"RANJANA MEHTA is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"f9e38903c86f6d75eeeded753f50613a8621bfb2031cb31abb48f6ab461ef0d8","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"f9e38903c86f6d75eeeded753f50613a8621bfb2031cb31abb48f6ab461ef0d8","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"human factors engineering\",\"special topics ISYE\",\"human factors special topics\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN HUMAN FACTORS\"},{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"ISYE 602 covers various special topics in human factors engineering, with content varying by semester.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"Human factors engineering\"}]}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"f9e38903c86f6d75eeeded753f50613a8621bfb2031cb31abb48f6ab461ef0d8","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"f9e38903c86f6d75eeeded753f50613a8621bfb2031cb31abb48f6ab461ef0d8","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a57e93a22c1bd2ec15afcca34863a63781b443d078be6ddd8cf942d8f0b0c3e7\",\"course_id\":\"ISYE 602\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a65bc7d6709365e70eac0328\",\"message\":\"No course-specific reviews available\",\"name\":\"Hannah Silber\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2522752\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.94 GPA, 100.0% A/AB (n=17 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2025-05-12 17:52:17 +0000 UTC\",\"review_id\":\"a06af88beef8228a2e106d16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQxMjU0MTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ranjana Mehta: The course project involved group work where feedback led to worse grades, and the workload was perceived as difficult and unfair by one student.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2025-05-12 17:52:17 +0000 UTC\",\"review_id\":\"a06af88beef8228a2e106d16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQxMjU0MTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"A historical review of Ranjana Mehta describes her as unhelpful, noting that student feedback led to worse grades. The reviewer also reported an unjust accusation of AI use and found the grading difficult and unfair.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2025-05-12 17:52:17 +0000 UTC\",\"review_id\":\"a06af88beef8228a2e106d16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQxMjU0MTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"A historical review of Ranjana Mehta describes her as unhelpful with unfair, difficult grading and unjust AI accusations, though no current reviews exist for Hannah Silber.\"},{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.84 GPA, 92.2% A/AB (n=64 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 letter grades); Spring 2026: 3.72 GPA, 83.7% A/AB (n=43 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2025-05-12 17:52:17 +0000 UTC\",\"review_id\":\"a06af88beef8228a2e106d16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQxMjU0MTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"Students may face frustrating experiences with unhelpful instruction and unjust accusations, based on one historical review of Ranjana Mehta.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANNAH SILBER is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"RANJANA MEHTA is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"30ad00bd1839d9314afb7e06697103236cacc2c7a2d9f541e6f0cfe84dbca7d7","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"30ad00bd1839d9314afb7e06697103236cacc2c7a2d9f541e6f0cfe84dbca7d7","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"human factors engineering\",\"special topics ISYE\",\"human factors special topics\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN HUMAN FACTORS\"},{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"ISYE 602 covers various special topics in human factors engineering, with content varying by semester.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 602\",\"field\":\"description\",\"quote\":\"Various special topics in human factors engineering.\"}],\"text\":\"Human factors engineering\"}]}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"30ad00bd1839d9314afb7e06697103236cacc2c7a2d9f541e6f0cfe84dbca7d7","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_1d19662d1f1c79914b292afb","course_id":"ISYE 602","catalog_version_id":"504b254093426075c263a8f2bab8e9d864c7500c5fad63d390a5a5c90a79294f","record_version_id":"d04bdd04a24deb74f11507243c4ea851aaa15e835ebc3228b7a9b99bac32fdce","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"30ad00bd1839d9314afb7e06697103236cacc2c7a2d9f541e6f0cfe84dbca7d7","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a57e93a22c1bd2ec15afcca34863a63781b443d078be6ddd8cf942d8f0b0c3e7\",\"course_id\":\"ISYE 602\",\"current_instructors\":[{\"instructor_uid\":\"instructor_a65bc7d6709365e70eac0328\",\"message\":\"No course-specific reviews available\",\"name\":\"Hannah Silber\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2522752\",\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.94 GPA, 100.0% A/AB (n=17 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2025-05-12 17:52:17 +0000 UTC\",\"review_id\":\"a06af88beef8228a2e106d16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQxMjU0MTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ranjana Mehta: The course project involved group work where feedback led to worse grades, and the workload was perceived as difficult and unfair by one student.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2025-05-12 17:52:17 +0000 UTC\",\"review_id\":\"a06af88beef8228a2e106d16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQxMjU0MTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"No reviews are available for current instructor Hannah Silber. Historical reviews for Ranjana Mehta describe her as unhelpful, with students reporting confusing feedback on group projects and unfair grading practices.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2025-05-12 17:52:17 +0000 UTC\",\"review_id\":\"a06af88beef8228a2e106d16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQxMjU0MTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"A historical review of Ranjana Mehta describes her as unhelpful with unfair, difficult grading and unjust AI accusations, though no current reviews exist for Hannah Silber.\"},{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.84 GPA, 92.2% A/AB (n=64 letter grades); Fall 2025: 3.99 GPA, 100.0% A/AB (n=39 letter grades); Spring 2026: 3.72 GPA, 83.7% A/AB (n=43 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Ranjana Mehta\",\"review_date\":\"2025-05-12 17:52:17 +0000 UTC\",\"review_id\":\"a06af88beef8228a2e106d16\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2967425\",\"source_review_id\":\"UmF0aW5nLTQxMjU0MTA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2967425\",\"type\":\"review\"}],\"text\":\"Students may face frustrating experiences with unhelpful instruction and unjust accusations, based on one historical review of Ranjana Mehta.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"HANNAH SILBER is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 602\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"source_record\":{\"entity_id\":\"f4812848-79dd-384f-908b-7977a9e04ffc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"RANJANA MEHTA is recorded teaching in Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]