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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"NICOLE WERNER is recorded teaching in Spring 2020, Fall 2020, Fall 2021. 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Definitely wasted money by taking this class.\",\"course_id\":\"ISYE 557\",\"date\":\"2021-10-14 04:17:16 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"167e6147f00ce55089cd9754\",\"instructor_id\":\"rmp:2321069\",\"instructor_name\":\"Nicole Werner\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM1MTIzOTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2321069\"}],\"evidence_count\":1,\"review_ids\":[\"167e6147f00ce55089cd9754\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2321069\",\"name\":\"Nicole Werner\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2021\"},\"sentiment\":\"negative\",\"summary\":\"The course was considered a waste of money with no perceived learning value.\"}]}","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_16e96643ede880a0aba1fd15","course_id":"ISYE 557","catalog_version_id":"cebd83d1d5af0651e00bc3a2fdc6c18a102129380d0c02a49d95ea3c11ac8af7","record_version_id":"f33f9460e88ad6b193f90e551d7ef629b2856edb0f704544c792ce433098ca85","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"ae959724b31a0369a97540de7b06974dc0e26b49c011c1359083ff7ec2c65ebd","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"e846abbb081d4d043144d55c727082e38bb1324d35efeab548a70d0afcf86bd4\",\"course_id\":\"ISYE 557\",\"current_instructors\":[{\"instructor_uid\":\"instructor_1758aba2a006d99611e69bea\",\"message\":\"No course-specific reviews available\",\"name\":\"Elise Arsenault Knudsen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2026: 3.78 GPA, 88.9% A/AB (n=9 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Nicole Werner\",\"review_date\":\"2021-10-14 04:17:16 +0000 UTC\",\"review_id\":\"167e6147f00ce55089cd9754\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2321069\",\"source_review_id\":\"UmF0aW5nLTM1MTIzOTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2321069\",\"type\":\"review\"}],\"text\":\"Historical reviews of Nicole Werner: The course relied on weekly readings without lectures, leading to a perception of no learning.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Nicole Werner\",\"review_date\":\"2021-10-14 04:17:16 +0000 UTC\",\"review_id\":\"167e6147f00ce55089cd9754\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2321069\",\"source_review_id\":\"UmF0aW5nLTM1MTIzOTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2321069\",\"type\":\"review\"}],\"text\":\"Elise Arsenault Knudsen is the current instructor for ISYE 557, but no reviews are available to assess her teaching. Historical reviews for Nicole Werner describe a course with no lectures, only weekly readings, resulting in a negative student experience.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Nicole Werner\",\"review_date\":\"2021-10-14 04:17:16 +0000 UTC\",\"review_id\":\"167e6147f00ce55089cd9754\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2321069\",\"source_review_id\":\"UmF0aW5nLTM1MTIzOTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2321069\",\"type\":\"review\"}],\"text\":\"A historical review of Nicole Werner's course describes it as lacking lectures and being a waste of money, though no current reviews exist for Elise Arsenault Knudsen.\"},{\"citations\":[{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.96 GPA, 100.0% A/AB (n=50 letter grades); Fall 2023: 3.94 GPA, 96.0% A/AB (n=25 letter grades); Spring 2026: 3.94 GPA, 98.2% A/AB (n=57 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Nicole Werner\",\"review_date\":\"2021-10-14 04:17:16 +0000 UTC\",\"review_id\":\"167e6147f00ce55089cd9754\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2321069\",\"source_review_id\":\"UmF0aW5nLTM1MTIzOTYx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2321069\",\"type\":\"review\"}],\"text\":\"Historical reviews of Nicole Werner: The student felt they learned nothing and considered the class a waste of money.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ELISE ARSENAULT KNUDSEN is recorded teaching in Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ISYE 557\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"source_record\":{\"entity_id\":\"196cb8db-05dd-3bb8-93ee-6301bc75cffd\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"NICOLE WERNER is recorded teaching in Spring 2020, Fall 2020, Fall 2021. 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}]