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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"DAVID MCHUGH is recorded teaching in Spring 2024, Fall 2025. 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Often, McHugh would talk through the first lecture, and eat up most of our time in the second lecture talking about either himself or the content we already went over. This would be okay if either himself or the content were interesting.\",\"course_id\":\"LIS 470\",\"date\":\"2024-05-01 19:01:36 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d77d978259dd6a805b2f480c\",\"instructor_id\":\"rmp:3003539\",\"instructor_name\":\"David McHugh\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM5MzI5NTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3003539\"},{\"comment\":\"This class was very frustrating. It was one big group project that was meaningless. He is terrible with dealing with group conflicts, essentially punishing anyone who comes forward to talk about issues. He seemingly had no plan to check in on any group and make sure work was divided evenly. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"DAVID MCHUGH is recorded teaching in Spring 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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_101f752f7753cb71bef80f97","course_id":"LIS 470","catalog_version_id":"f48fa262a179e3446d8c4aa34f8d461f2add174206ff11e99cadc61472a5b65b","record_version_id":"435e8f50017b90e552c2dff5501128732d31e66e14c10254386f63b205e62ae9","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"496a6f4869ff96f16dd91896873bbe69ce507516631834b88ee5a482de48ecb2","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(Sophomore standing, satisfied Quantitative Reasoning (QR) A, and satisfied Communications 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We have two, 75-minute lectures a week, the second one meant for hands-on studio time. Often, McHugh would talk through the first lecture, and eat up most of our time in the second lecture talking about either himself or the content we already went over. 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UTC\",\"review_id\":\"d77d978259dd6a805b2f480c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3003539\",\"source_review_id\":\"UmF0aW5nLTM5MzI5NTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3003539\",\"type\":\"review\"},{\"instructor_name\":\"David McHugh\",\"review_date\":\"2024-05-15 15:58:20 +0000 UTC\",\"review_id\":\"6d7e9dcf2674a4d73702b8be\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3003539\",\"source_review_id\":\"UmF0aW5nLTM5NDY4Njcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3003539\",\"type\":\"review\"}],\"text\":\"Historical reviews of David McHugh: David McHugh’s LIS 470 sections are described as frustrating, with lectures deemed worthless and the single group project considered meaningless by reviewers.\"},{\"citations\":[{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.73 GPA, 85.9% A/AB (n=64 letter grades); Fall 2025: 3.48 GPA, 72.6% A/AB (n=62 letter grades); Spring 2026: 3.68 GPA, 86.2% A/AB (n=94 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"David McHugh\",\"review_date\":\"2024-05-01 19:01:36 +0000 UTC\",\"review_id\":\"d77d978259dd6a805b2f480c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3003539\",\"source_review_id\":\"UmF0aW5nLTM5MzI5NTIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3003539\",\"type\":\"review\"},{\"instructor_name\":\"David McHugh\",\"review_date\":\"2024-05-15 15:58:20 +0000 UTC\",\"review_id\":\"6d7e9dcf2674a4d73702b8be\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:3003539\",\"source_review_id\":\"UmF0aW5nLTM5NDY4Njcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/3003539\",\"type\":\"review\"}],\"text\":\"Historical reviews of David McHugh: Reviewers found lectures uninteresting and redundant, while the instructor allegedly punished students who raised group conflicts and failed to manage team dynamics.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"}],\"text\":\"ADAM RULE is recorded teaching in Spring 2023. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"LIS 470\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"source_record\":{\"entity_id\":\"457426fe-9ce2-3153-9472-5b8a7da54643\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"DAVID MCHUGH is recorded teaching in Spring 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":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]