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She will try and scary you in the beginning, but if you show up to class and do the work you are guaranteed to get a good grade.\",\"course_id\":\"ANTHRO 477\",\"date\":\"2021-04-21 14:11:56 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"9f3e866b7d555f58a8fe78fd\",\"instructor_id\":\"rmp:2332740\",\"instructor_name\":\"Amy Stambach\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM0NTg5MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2332740\"}],\"evidence_count\":1,\"review_ids\":[\"9f3e866b7d555f58a8fe78fd\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2332740\",\"name\":\"Amy Stambach\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2021\"},\"sentiment\":\"mixed\",\"summary\":\"Professor tries to scare students initially but is rewarding for those who participate.\"}]}","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_7c9039d591d49ddfbeda7095","course_id":"ANTHRO 477","catalog_version_id":"f63fbcf79bf170d34c2b86e47b100b8398529041bebba9c091280a93fea7ced3","record_version_id":"aebb2718e0d8df91f1c6398229a2352c14e1a6dd1ad6b36aa7c8dca0e0eff65f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"b6307cac45ed59918e457f104effd6bb5d9f7164c17a37c3cc0ca2ce4648d335","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"f0ee5de249c5d87702a0d64a6991f7e59b67acfdeb1c4be9e2cc8f520c028d47\",\"course_id\":\"ANTHRO 477\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Amy Stambach\",\"review_date\":\"2021-04-21 14:11:56 +0000 UTC\",\"review_id\":\"9f3e866b7d555f58a8fe78fd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2332740\",\"source_review_id\":\"UmF0aW5nLTM0NTg5MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2332740\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amy Stambach: The course requires consistent attendance and completion of assigned work to achieve good grades.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Amy Stambach\",\"review_date\":\"2021-04-21 14:11:56 +0000 UTC\",\"review_id\":\"9f3e866b7d555f58a8fe78fd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2332740\",\"source_review_id\":\"UmF0aW5nLTM0NTg5MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2332740\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amy Stambach: Amy Stambach delivers lectures that one reviewer found boring, though she is described as passionate. She may use intimidating tactics initially, but consistent attendance and work completion are reported to guarantee good grades.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Amy Stambach\",\"review_date\":\"2021-04-21 14:11:56 +0000 UTC\",\"review_id\":\"9f3e866b7d555f58a8fe78fd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2332740\",\"source_review_id\":\"UmF0aW5nLTM0NTg5MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2332740\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amy Stambach: Dr. Stambach is passionate but delivers boring lectures. Students who attend class and complete the work are guaranteed good grades.\"},{\"citations\":[{\"course_id\":\"ANTHRO 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3544e8cd-6a3f-39a0-8c49-b90d52659159\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ANTHRO 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3544e8cd-6a3f-39a0-8c49-b90d52659159\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2016: 3.88 GPA, 100.0% A/AB (n=8 letter grades); Fall 2017: 3.59 GPA, 72.7% A/AB (n=11 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Amy Stambach\",\"review_date\":\"2021-04-21 14:11:56 +0000 UTC\",\"review_id\":\"9f3e866b7d555f58a8fe78fd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2332740\",\"source_review_id\":\"UmF0aW5nLTM0NTg5MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2332740\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amy Stambach: Lectures are described as boring, though the instructor's passion is evident. Initial intimidation is noted but manageable.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ANTHRO 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3544e8cd-6a3f-39a0-8c49-b90d52659159\",\"source_record\":{\"entity_id\":\"3544e8cd-6a3f-39a0-8c49-b90d52659159\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"ANTHRO 477\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"3544e8cd-6a3f-39a0-8c49-b90d52659159\",\"source_record\":{\"entity_id\":\"3544e8cd-6a3f-39a0-8c49-b90d52659159\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"}],\"text\":\"AMY STAMBACH is recorded teaching in Fall 2016, Fall 2017. 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}]