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She obviously knows what she's doing, but sometimes it gets lost from her to you.  Exams were open note/book and she printed the lecture slides off for you.  If you've already had intro stats, this class would be a breeze.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-01-07 11:42:03 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"250e70317eab0c75727deb91\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"},{\"comment\":\"All her tests were open note/book. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"MARY LINDSTROM is recorded teaching in Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015. 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If you've already had intro stats, this class would be a breeze.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-01-07 11:42:03 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"250e70317eab0c75727deb91\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"},{\"comment\":\"All her tests were open note/book. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"MARY LINDSTROM is recorded teaching in Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015. 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Biomedical applications used for each topic.\"}],\"text\":\"Introduction to biostatistics for biomedical researchers, covering descriptive statistics, hypothesis testing, regression, and survival analysis with biomedical applications.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"BMI/STAT 541\",\"field\":\"description\",\"quote\":\"Topics include: descriptive statistics, hypothesis testing, estimation, confidence intervals, t-tests, chi-squared tests, analysis of variance, linear regression, correlation, nonparametric tests, survival analysis and odds ratio.\"}],\"text\":\"Descriptive statistics, hypothesis testing, estimation, confidence intervals, t-tests, chi-squared tests, analysis of variance, linear regression, correlation, nonparametric tests, survival analysis, and odds ratios.\"}]}","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_4c67a24aa1091c6bb6189230","course_id":"BMI/STAT 541","catalog_version_id":"fd21b783fc1eb0f04b0fb925f17c914137959a5d42cf8defcb473cd72d8e26dd","record_version_id":"d3134b9a217818884fc034ca04e6c8ec72983585b9d256f80b0d1d81f987a753","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"5436a716c4caf4727cf65655711f60cffd996c8dd8a8fc8418c8c815b3b8acad","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"One of the best instructors I have taken a class from.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2009-05-05 16:30:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9c3d6b0dc3b3ef3b6ffc5c37\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NzY5NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"TAKE STATS WITH ISMOR. Ismor did a fantastic job teaching my class the basics of statistics. He continually tied the course back to what was important, which was that statistics was a way to employ the scientific method. The class was ridiculously easy; I'm not sure how people *didn't* get an A since everything was take-home.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2009-05-31 15:03:50 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"5b4ea8412545acee8e36de93\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1OTE3MTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"Mary really was one of the nicest profs I've ever had, but her teaching wasn't the best.  She obviously knows what she's doing, but sometimes it gets lost from her to you.  Exams were open note/book and she printed the lecture slides off for you.  If you've already had intro stats, this class would be a breeze.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-01-07 11:42:03 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"250e70317eab0c75727deb91\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"},{\"comment\":\"All her tests were open note/book. Her lectures were disorganized sometimes, but she was always willing to answer questions.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-07-14 23:51:17 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0242e2865f69c0c8d024596b\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"}],\"evidence_count\":4,\"review_ids\":[\"9c3d6b0dc3b3ef3b6ffc5c37\",\"5b4ea8412545acee8e36de93\",\"250e70317eab0c75727deb91\",\"0242e2865f69c0c8d024596b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1872767\",\"name\":\"Mary Lindstrom\"},{\"id\":\"rmp:355768\",\"name\":\"Ismor Fischer\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Ismor Fischer is praised for clear teaching and connecting concepts to the scientific method, while Mary Lindstrom is described as knowledgeable but sometimes disorganized in lectures.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"TAKE STATS WITH ISMOR. Ismor did a fantastic job teaching my class the basics of statistics. He continually tied the course back to what was important, which was that statistics was a way to employ the scientific method. The class was ridiculously easy; I'm not sure how people *didn't* get an A since everything was take-home.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2009-05-31 15:03:50 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"5b4ea8412545acee8e36de93\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1OTE3MTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"Mary really was one of the nicest profs I've ever had, but her teaching wasn't the best.  She obviously knows what she's doing, but sometimes it gets lost from her to you.  Exams were open note/book and she printed the lecture slides off for you.  If you've already had intro stats, this class would be a breeze.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-01-07 11:42:03 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"250e70317eab0c75727deb91\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"},{\"comment\":\"All her tests were open note/book. Her lectures were disorganized sometimes, but she was always willing to answer questions.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-07-14 23:51:17 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0242e2865f69c0c8d024596b\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"}],\"evidence_count\":3,\"review_ids\":[\"5b4ea8412545acee8e36de93\",\"250e70317eab0c75727deb91\",\"0242e2865f69c0c8d024596b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1872767\",\"name\":\"Mary Lindstrom\"},{\"id\":\"rmp:355768\",\"name\":\"Ismor Fischer\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"The class is considered very easy with take-home exams and open-note tests, making it accessible for students with prior statistics background.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"One of the best instructors I have taken a class from.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2009-05-05 16:30:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9c3d6b0dc3b3ef3b6ffc5c37\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NzY5NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"He was amazingly helpful. He was always available for questions and was always willing to help me work through a problem. He really cares about his students. \",\"course_id\":\"BMI/STAT 541\",\"date\":\"2015-11-16 11:35:46 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"45244e6648d6ce9f1eec0241\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI1NDIwMjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"Mary really was one of the nicest profs I've ever had, but her teaching wasn't the best.  She obviously knows what she's doing, but sometimes it gets lost from her to you.  Exams were open note/book and she printed the lecture slides off for you.  If you've already had intro stats, this class would be a breeze.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-01-07 11:42:03 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"250e70317eab0c75727deb91\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"},{\"comment\":\"All her tests were open note/book. Her lectures were disorganized sometimes, but she was always willing to answer questions.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-07-14 23:51:17 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0242e2865f69c0c8d024596b\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"}],\"evidence_count\":4,\"review_ids\":[\"9c3d6b0dc3b3ef3b6ffc5c37\",\"45244e6648d6ce9f1eec0241\",\"250e70317eab0c75727deb91\",\"0242e2865f69c0c8d024596b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1872767\",\"name\":\"Mary Lindstrom\"},{\"id\":\"rmp:355768\",\"name\":\"Ismor Fischer\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are generally helpful and caring, with high quality ratings, though lecture organization varies.\"}]}","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_4c67a24aa1091c6bb6189230","course_id":"BMI/STAT 541","catalog_version_id":"fd21b783fc1eb0f04b0fb925f17c914137959a5d42cf8defcb473cd72d8e26dd","record_version_id":"d3134b9a217818884fc034ca04e6c8ec72983585b9d256f80b0d1d81f987a753","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"5436a716c4caf4727cf65655711f60cffd996c8dd8a8fc8418c8c815b3b8acad","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"c9bfb1435ba4f6289e58854f3e6442aee5b6567cda37e1fc304c15acbdc4ce14\",\"course_id\":\"BMI/STAT 541\",\"current_instructors\":[{\"instructor_uid\":\"instructor_18efe2de9081624a52343124\",\"message\":\"No course-specific reviews available\",\"name\":\"Christina Newton\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_bbc4ba26098514620e53d8ff\",\"message\":\"No course-specific reviews available\",\"name\":\"Zhengzheng Tang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.90 GPA, 94.1% A/AB (n=34 letter grades); Fall 2024: 3.91 GPA, 97.1% A/AB (n=34 letter grades); Fall 2025: 3.92 GPA, 95.6% A/AB (n=45 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2009-05-31 15:03:50 +0000 UTC\",\"review_id\":\"5b4ea8412545acee8e36de93\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTE1OTE3MTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-01-07 11:42:03 +0000 UTC\",\"review_id\":\"250e70317eab0c75727deb91\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-07-14 23:51:17 +0000 UTC\",\"review_id\":\"0242e2865f69c0c8d024596b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"}],\"text\":\"Historical reviews of Ismor Fischer, Mary Lindstrom: Reviewers describe the course as easy, with take-home or open-note exams. Prior intro stats knowledge makes the material manageable.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2009-05-05 16:30:03 +0000 UTC\",\"review_id\":\"9c3d6b0dc3b3ef3b6ffc5c37\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTE1NzY5NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2009-05-31 15:03:50 +0000 UTC\",\"review_id\":\"5b4ea8412545acee8e36de93\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTE1OTE3MTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-01-07 11:42:03 +0000 UTC\",\"review_id\":\"250e70317eab0c75727deb91\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-07-14 23:51:17 +0000 UTC\",\"review_id\":\"0242e2865f69c0c8d024596b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"},{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2015-11-16 11:35:46 +0000 UTC\",\"review_id\":\"45244e6648d6ce9f1eec0241\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTI1NDIwMjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"}],\"text\":\"No reviews exist for current instructors Christina Newton or Zhengzheng Tang. Historical reviews for Ismor Fischer highlight his helpfulness and clear teaching of statistical basics. Mary Lindstrom was supportive but had disorganized lectures, though exams were open-note and manageable for students with prior statistics background.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2009-05-05 16:30:03 +0000 UTC\",\"review_id\":\"9c3d6b0dc3b3ef3b6ffc5c37\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTE1NzY5NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2009-05-31 15:03:50 +0000 UTC\",\"review_id\":\"5b4ea8412545acee8e36de93\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTE1OTE3MTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-01-07 11:42:03 +0000 UTC\",\"review_id\":\"250e70317eab0c75727deb91\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-07-14 23:51:17 +0000 UTC\",\"review_id\":\"0242e2865f69c0c8d024596b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"},{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2015-11-16 11:35:46 +0000 UTC\",\"review_id\":\"45244e6648d6ce9f1eec0241\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTI1NDIwMjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"}],\"text\":\"Historical reviews for Ismor Fischer praise his clear teaching and helpfulness. Historical reviews for Mary Lindstrom describe her as nice but disorganized, with open-note exams.\"},{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.71 GPA, 82.7% A/AB (n=75 letter grades); Fall 2024: 3.66 GPA, 83.5% A/AB (n=79 letter grades); Fall 2025: 3.89 GPA, 91.5% A/AB (n=106 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2009-05-05 16:30:03 +0000 UTC\",\"review_id\":\"9c3d6b0dc3b3ef3b6ffc5c37\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTE1NzY5NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2015-11-16 11:35:46 +0000 UTC\",\"review_id\":\"45244e6648d6ce9f1eec0241\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTI1NDIwMjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-01-07 11:42:03 +0000 UTC\",\"review_id\":\"250e70317eab0c75727deb91\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-07-14 23:51:17 +0000 UTC\",\"review_id\":\"0242e2865f69c0c8d024596b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"}],\"text\":\"Historical reviews for Ismor Fischer note he is available and caring. Historical reviews for Mary Lindstrom say she answers questions, though lectures are unclear.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"}],\"text\":\"ISMOR FISCHER is recorded teaching in Fall 2008, Fall 2009. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"MARY LINDSTROM is recorded teaching in Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015. 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Ismor did a fantastic job teaching my class the basics of statistics. He continually tied the course back to what was important, which was that statistics was a way to employ the scientific method. The class was ridiculously easy; I'm not sure how people *didn't* get an A since everything was take-home.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2009-05-31 15:03:50 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"5b4ea8412545acee8e36de93\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1OTE3MTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"Mary really was one of the nicest profs I've ever had, but her teaching wasn't the best.  She obviously knows what she's doing, but sometimes it gets lost from her to you.  Exams were open note/book and she printed the lecture slides off for you.  If you've already had intro stats, this class would be a breeze.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-01-07 11:42:03 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"250e70317eab0c75727deb91\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"},{\"comment\":\"All her tests were open note/book. Her lectures were disorganized sometimes, but she was always willing to answer questions.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-07-14 23:51:17 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0242e2865f69c0c8d024596b\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"}],\"evidence_count\":4,\"review_ids\":[\"9c3d6b0dc3b3ef3b6ffc5c37\",\"5b4ea8412545acee8e36de93\",\"250e70317eab0c75727deb91\",\"0242e2865f69c0c8d024596b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1872767\",\"name\":\"Mary Lindstrom\"},{\"id\":\"rmp:355768\",\"name\":\"Ismor Fischer\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2009\"},\"sentiment\":\"mixed\",\"summary\":\"Ismor Fischer is praised for clear teaching and connecting concepts to the scientific method, while Mary Lindstrom is described as knowledgeable but sometimes disorganized in lectures.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"TAKE STATS WITH ISMOR. Ismor did a fantastic job teaching my class the basics of statistics. He continually tied the course back to what was important, which was that statistics was a way to employ the scientific method. The class was ridiculously easy; I'm not sure how people *didn't* get an A since everything was take-home.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2009-05-31 15:03:50 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"5b4ea8412545acee8e36de93\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1OTE3MTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"Mary really was one of the nicest profs I've ever had, but her teaching wasn't the best.  She obviously knows what she's doing, but sometimes it gets lost from her to you.  Exams were open note/book and she printed the lecture slides off for you.  If you've already had intro stats, this class would be a breeze.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-01-07 11:42:03 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"250e70317eab0c75727deb91\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"},{\"comment\":\"All her tests were open note/book. Her lectures were disorganized sometimes, but she was always willing to answer questions.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-07-14 23:51:17 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0242e2865f69c0c8d024596b\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"}],\"evidence_count\":3,\"review_ids\":[\"5b4ea8412545acee8e36de93\",\"250e70317eab0c75727deb91\",\"0242e2865f69c0c8d024596b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1872767\",\"name\":\"Mary Lindstrom\"},{\"id\":\"rmp:355768\",\"name\":\"Ismor Fischer\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"The class is considered very easy with take-home exams and open-note tests, making it accessible for students with prior statistics background.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"One of the best instructors I have taken a class from.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2009-05-05 16:30:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9c3d6b0dc3b3ef3b6ffc5c37\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTE1NzY5NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"He was amazingly helpful. He was always available for questions and was always willing to help me work through a problem. He really cares about his students. \",\"course_id\":\"BMI/STAT 541\",\"date\":\"2015-11-16 11:35:46 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"45244e6648d6ce9f1eec0241\",\"instructor_id\":\"rmp:355768\",\"instructor_name\":\"Ismor Fischer\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI1NDIwMjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\"},{\"comment\":\"Mary really was one of the nicest profs I've ever had, but her teaching wasn't the best.  She obviously knows what she's doing, but sometimes it gets lost from her to you.  Exams were open note/book and she printed the lecture slides off for you.  If you've already had intro stats, this class would be a breeze.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-01-07 11:42:03 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"250e70317eab0c75727deb91\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"},{\"comment\":\"All her tests were open note/book. Her lectures were disorganized sometimes, but she was always willing to answer questions.\",\"course_id\":\"BMI/STAT 541\",\"date\":\"2014-07-14 23:51:17 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"0242e2865f69c0c8d024596b\",\"instructor_id\":\"rmp:1872767\",\"instructor_name\":\"Mary Lindstrom\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\"}],\"evidence_count\":4,\"review_ids\":[\"9c3d6b0dc3b3ef3b6ffc5c37\",\"45244e6648d6ce9f1eec0241\",\"250e70317eab0c75727deb91\",\"0242e2865f69c0c8d024596b\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1872767\",\"name\":\"Mary Lindstrom\"},{\"id\":\"rmp:355768\",\"name\":\"Ismor Fischer\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2009\"},\"sentiment\":\"positive\",\"summary\":\"Instructors are generally helpful and caring, with high quality ratings, though lecture organization varies.\"}]}","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_4c67a24aa1091c6bb6189230","course_id":"BMI/STAT 541","catalog_version_id":"fd21b783fc1eb0f04b0fb925f17c914137959a5d42cf8defcb473cd72d8e26dd","record_version_id":"d3134b9a217818884fc034ca04e6c8ec72983585b9d256f80b0d1d81f987a753","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"4b033d0a9ce2da4575293439eb264f11ba7fe1e02ab70d66be550acec6f13350","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"c9bfb1435ba4f6289e58854f3e6442aee5b6567cda37e1fc304c15acbdc4ce14\",\"course_id\":\"BMI/STAT 541\",\"current_instructors\":[{\"instructor_uid\":\"instructor_18efe2de9081624a52343124\",\"message\":\"No course-specific reviews available\",\"name\":\"Christina Newton\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_bbc4ba26098514620e53d8ff\",\"message\":\"No course-specific reviews available\",\"name\":\"Zhengzheng Tang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.90 GPA, 94.1% A/AB (n=34 letter grades); Fall 2024: 3.91 GPA, 97.1% A/AB (n=34 letter grades); Fall 2025: 3.92 GPA, 95.6% A/AB (n=45 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2009-05-05 16:30:03 +0000 UTC\",\"review_id\":\"9c3d6b0dc3b3ef3b6ffc5c37\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTE1NzY5NDQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2009-05-31 15:03:50 +0000 UTC\",\"review_id\":\"5b4ea8412545acee8e36de93\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTE1OTE3MTQ4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-01-07 11:42:03 +0000 UTC\",\"review_id\":\"250e70317eab0c75727deb91\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIyNzEwNzk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"},{\"instructor_name\":\"Mary Lindstrom\",\"review_date\":\"2014-07-14 23:51:17 +0000 UTC\",\"review_id\":\"0242e2865f69c0c8d024596b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1872767\",\"source_review_id\":\"UmF0aW5nLTIzNDQ1NzAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1872767\",\"type\":\"review\"},{\"instructor_name\":\"Ismor Fischer\",\"review_date\":\"2015-11-16 11:35:46 +0000 UTC\",\"review_id\":\"45244e6648d6ce9f1eec0241\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:355768\",\"source_review_id\":\"UmF0aW5nLTI1NDIwMjU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/355768\",\"type\":\"review\"}],\"text\":\"No reviews exist for current instructors Christina Newton or Zhengzheng Tang. Historical reviews for Ismor Fischer highlight his helpfulness and clear teaching of statistical basics. Mary Lindstrom was supportive but had disorganized lectures, though exams were open-note and manageable for students with prior statistics background.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.71 GPA, 82.7% A/AB (n=75 letter grades); Fall 2024: 3.66 GPA, 83.5% A/AB (n=79 letter grades); Fall 2025: 3.89 GPA, 91.5% A/AB (n=106 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1102\",\"type\":\"grade\"}],\"text\":\"ISMOR FISCHER is recorded teaching in Fall 2008, Fall 2009. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"}],\"text\":\"MARY LINDSTROM is recorded teaching in Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"BMI/STAT 541\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"source_record\":{\"entity_id\":\"a6d700a0-8e9e-3b52-9e26-c2761bc23b56\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"ZHENGZHENG TANG is recorded teaching in Fall 2018, Fall 2019, Fall 2022, Fall 2023, 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":"[{\"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":false}]