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results\"}]}","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_5f791a00b9be1fbcc4a5e4a1","course_id":"C&ESOC/SOC 630","catalog_version_id":"8287f522b751a84151e51cd4e37e6600140b99bd042bc913982b87a404bb5485","record_version_id":"8a0b0dde47f84a9fd439baa7e163d00570b371aa2453b6bc20e4cbddea7db6aa","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"f75b647904153c8927188c325cef5cbfcdedbb3abac453f93e816c45c5dd6796","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof Seidman demonstrated the ability to explain difficult material clearly through weekly discussion posts online. Class was very interesting and I highly recommend her as a professor.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2015-08-19 19:46:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8df4aeb5bbc9a7b7da66751b\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI1MTM1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"This class was definitely different compared to other sociology courses I have taken. Dr. Seidman was very clear on her grading rubric and very flexible as well as responsive to questions on clarifications. Lectures are heavily discussion based and there were lots of readings for class assignments.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2021-06-14 18:59:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"53e878e93a6119f4be6b6743\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0OTE0MDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"Professor Seidman was super nice and always in a good mood to teach. You can tell she is very knowledgeable and loves what she does. However, the lectures seemed a little disorganized at times and she downgraded me for not knowing things/"reflecting completely" on things that weren't discussed in class.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2021-08-12 18:09:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5d163d762090a983b4762eee\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1MDIzMzM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"Professor Seidman is very approachable and wants you to succeed. At the same time, she teaches from a very limited perspective and doesn't really introduce alternative viewpoints and perspectives. Powerpoints are a jumble of article summaries and pictures without clear progression. Often goes on tangents and is generally just hard to follow. \",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2022-11-13 20:43:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"11b254f337b1e27aa0836037\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM2ODIzNjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"}],\"evidence_count\":4,\"review_ids\":[\"8df4aeb5bbc9a7b7da66751b\",\"53e878e93a6119f4be6b6743\",\"5d163d762090a983b4762eee\",\"11b254f337b1e27aa0836037\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:163409\",\"name\":\"Gay Seidman\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Students report that the professor explains difficult material clearly and is very clear on grading rubrics, but some find lectures disorganized, hard to follow, and prone to tangents.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Really cool professor and interesting class! A little intimidating at first but definitely worth taking. You'll learn a lot, and you really get a chance to think about the topics, rather than just trying to memorize facts.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2013-12-21 16:05:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9db0b726546240d08441cfd6\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNjM1NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"Prof Seidman was very exciting, lively, and passionate about the topics. She clearly cares about her students and wants them to succeed. She even brought snacks for us to the midterm and final exams! Lectures are interesting. overall pretty good class and experience.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2019-01-01 18:42:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ede3e9c14045be1bb87dc104\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTgzMTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"Professor Seidman is very intelligent and has a genuine passion for teaching. It was one of the bests classes I've ever taken. I always left the class with so much knowledge. If you do not go to class it is hard to catch up since her class is mostly discussion-based.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2021-12-21 18:12:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5465e6649075f8841e0e2eda\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NjIwOTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"}],\"evidence_count\":3,\"review_ids\":[\"9db0b726546240d08441cfd6\",\"ede3e9c14045be1bb87dc104\",\"5465e6649075f8841e0e2eda\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:163409\",\"name\":\"Gay Seidman\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2013\"},\"sentiment\":\"positive\",\"summary\":\"The class is generally considered interesting, worth taking, and one of the best classes students have taken, with a professor who is passionate and cares about student success.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Right from the beginning, it is clear that she knows much about the subject. She values student input and encourages participation. The class atmosphere was very relaxed, and the majority of the weekly work was to complete online readings. Grades were determined by written exams and papers, all of which had generally loose prompts and good feedback\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2020-12-23 03:17:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"35b29ced4cd56376d006199a\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTgxODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"This class was definitely different compared to other sociology courses I have taken. Dr. Seidman was very clear on her grading rubric and very flexible as well as responsive to questions on clarifications. 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Class was very interesting and I highly recommend her as a professor.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2015-08-19 19:46:48 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"8df4aeb5bbc9a7b7da66751b\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI1MTM1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"This class was definitely different compared to other sociology courses I have taken. Dr. Seidman was very clear on her grading rubric and very flexible as well as responsive to questions on clarifications. Lectures are heavily discussion based and there were lots of readings for class assignments.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2021-06-14 18:59:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"53e878e93a6119f4be6b6743\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0OTE0MDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"Professor Seidman was super nice and always in a good mood to teach. You can tell she is very knowledgeable and loves what she does. However, the lectures seemed a little disorganized at times and she downgraded me for not knowing things/"reflecting completely" on things that weren't discussed in class.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2021-08-12 18:09:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5d163d762090a983b4762eee\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM1MDIzMzM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"Professor Seidman is very approachable and wants you to succeed. At the same time, she teaches from a very limited perspective and doesn't really introduce alternative viewpoints and perspectives. Powerpoints are a jumble of article summaries and pictures without clear progression. Often goes on tangents and is generally just hard to follow. \",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2022-11-13 20:43:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"11b254f337b1e27aa0836037\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM2ODIzNjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"}],\"evidence_count\":4,\"review_ids\":[\"8df4aeb5bbc9a7b7da66751b\",\"53e878e93a6119f4be6b6743\",\"5d163d762090a983b4762eee\",\"11b254f337b1e27aa0836037\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:163409\",\"name\":\"Gay Seidman\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2015\"},\"sentiment\":\"mixed\",\"summary\":\"Students report that the professor explains difficult material clearly and is very clear on grading rubrics, but some find lectures disorganized, hard to follow, and prone to tangents.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Really cool professor and interesting class! A little intimidating at first but definitely worth taking. You'll learn a lot, and you really get a chance to think about the topics, rather than just trying to memorize facts.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2013-12-21 16:05:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"9db0b726546240d08441cfd6\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTIyNjM1NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"Prof Seidman was very exciting, lively, and passionate about the topics. She clearly cares about her students and wants them to succeed. She even brought snacks for us to the midterm and final exams! Lectures are interesting. overall pretty good class and experience.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2019-01-01 18:42:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"ede3e9c14045be1bb87dc104\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMTgzMTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"Professor Seidman is very intelligent and has a genuine passion for teaching. It was one of the bests classes I've ever taken. I always left the class with so much knowledge. If you do not go to class it is hard to catch up since her class is mostly discussion-based.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2021-12-21 18:12:25 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5465e6649075f8841e0e2eda\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM1NjIwOTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"}],\"evidence_count\":3,\"review_ids\":[\"9db0b726546240d08441cfd6\",\"ede3e9c14045be1bb87dc104\",\"5465e6649075f8841e0e2eda\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:163409\",\"name\":\"Gay Seidman\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2013\"},\"sentiment\":\"positive\",\"summary\":\"The class is generally considered interesting, worth taking, and one of the best classes students have taken, with a professor who is passionate and cares about student success.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Right from the beginning, it is clear that she knows much about the subject. She values student input and encourages participation. The class atmosphere was very relaxed, and the majority of the weekly work was to complete online readings. Grades were determined by written exams and papers, all of which had generally loose prompts and good feedback\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2020-12-23 03:17:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"35b29ced4cd56376d006199a\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTgxODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"This class was definitely different compared to other sociology courses I have taken. Dr. Seidman was very clear on her grading rubric and very flexible as well as responsive to questions on clarifications. Lectures are heavily discussion based and there were lots of readings for class assignments.\",\"course_id\":\"C&ESOC/SOC 630\",\"date\":\"2021-06-14 18:59:05 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"53e878e93a6119f4be6b6743\",\"instructor_id\":\"rmp:163409\",\"instructor_name\":\"Gay Seidman\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0OTE0MDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\"},{\"comment\":\"Professor Seidman is very intelligent and has a genuine passion for teaching. It was one of the bests classes I've ever taken. I always left the class with so much knowledge. 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Reviewers value her approachable nature, flexible grading, and emphasis on discussion and critical thinking over rote memorization. She is described as caring and supportive of student success.\"},{\"citations\":[{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2016-01-23 21:26:57 +0000 UTC\",\"review_id\":\"bdaee8f7e52b66e7376fd85f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTI1OTg1MDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2021-08-12 18:09:41 +0000 UTC\",\"review_id\":\"5d163d762090a983b4762eee\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM1MDIzMzM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2022-11-13 20:43:29 +0000 UTC\",\"review_id\":\"11b254f337b1e27aa0836037\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM2ODIzNjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"}],\"text\":\"Some students criticize her lectures as disorganized, opinionated, or hard to follow due to tangents and a lack of alternative viewpoints. One reviewer reported being downgraded for reflections not covered in class, while others found the presentation structure confusing.\"},{\"citations\":[{\"course_id\":\"C&ESOC/SOC 630\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"source_record\":{\"entity_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"C&ESOC/SOC 630\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"source_record\":{\"entity_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"C&ESOC/SOC 630\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"source_record\":{\"entity_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.33 GPA, 65.0% A/AB (n=20 letter grades); Fall 2023: 3.60 GPA, 80.0% A/AB (n=20 letter grades); Spring 2026: 3.75 GPA, 86.4% A/AB (n=22 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2020-12-23 03:17:28 +0000 UTC\",\"review_id\":\"35b29ced4cd56376d006199a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM0MTgxODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2021-06-14 18:59:05 +0000 UTC\",\"review_id\":\"53e878e93a6119f4be6b6743\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM0OTE0MDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2021-12-21 18:12:25 +0000 UTC\",\"review_id\":\"5465e6649075f8841e0e2eda\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM1NjIwOTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"}],\"text\":\"The course involves substantial weekly online readings and discussion posts. Attendance is critical for keeping up with the discussion-based format, and assessments include written exams and papers with generally loose prompts and clear grading rubrics.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2013-12-21 16:05:43 +0000 UTC\",\"review_id\":\"9db0b726546240d08441cfd6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTIyNjM1NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2015-08-19 19:46:48 +0000 UTC\",\"review_id\":\"8df4aeb5bbc9a7b7da66751b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTI1MTM1MTA2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2019-01-01 18:42:22 +0000 UTC\",\"review_id\":\"ede3e9c14045be1bb87dc104\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTMxMTgzMTk2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2020-12-23 03:17:28 +0000 UTC\",\"review_id\":\"35b29ced4cd56376d006199a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM0MTgxODYz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2021-06-14 18:59:05 +0000 UTC\",\"review_id\":\"53e878e93a6119f4be6b6743\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM0OTE0MDM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2021-12-21 18:12:25 +0000 UTC\",\"review_id\":\"5465e6649075f8841e0e2eda\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM1NjIwOTkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"}],\"text\":\"Gay Seidman is described by some reviewers as an intelligent and passionate professor who fosters a relaxed, discussion-based environment. These students report gaining significant knowledge and enjoying the interesting material, though one found her initial presence intimidating.\"},{\"citations\":[{\"course_id\":\"C&ESOC/SOC 630\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"C&ESOC/SOC 630\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"C&ESOC/SOC 630\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.33 GPA, 65.0% A/AB (n=20 letter grades); Fall 2023: 3.60 GPA, 80.0% A/AB (n=20 letter grades); Spring 2026: 3.75 GPA, 86.4% A/AB (n=22 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2016-01-23 21:26:57 +0000 UTC\",\"review_id\":\"bdaee8f7e52b66e7376fd85f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTI1OTg1MDcx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2021-08-12 18:09:41 +0000 UTC\",\"review_id\":\"5d163d762090a983b4762eee\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM1MDIzMzM2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"},{\"instructor_name\":\"Gay Seidman\",\"review_date\":\"2022-11-13 20:43:29 +0000 UTC\",\"review_id\":\"11b254f337b1e27aa0836037\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:163409\",\"source_review_id\":\"UmF0aW5nLTM2ODIzNjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/163409\",\"type\":\"review\"}],\"text\":\"Some reviewers criticize Seidman for teaching from a limited perspective without introducing alternative viewpoints. Others note that her lectures can be disorganized, filled with tangents, and difficult to follow, with PowerPoint slides lacking clear progression.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"C&ESOC/SOC 630\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"source_record\":{\"entity_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"C&ESOC/SOC 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630\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"source_record\":{\"entity_id\":\"74e89296-6972-3890-9378-de70e96833ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"GAY SEIDMAN is recorded teaching in Spring 2012, Fall 2012, Spring 2013, Fall 2013, Spring 2014, Fall 2014, Spring 2015, Fall 2015, Spring 2016, Fall 2017, Spring 2018, Fall 2018, Spring 2019, Fall 2019, Spring 2020, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Spring 2026. 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}]