[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"31dc9f1bb719ed5820f0cb7e57b60f557c89a56abe744b2a65996cbb53183680","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Placement intoMATH 96\",\"course\":null,\"evidence\":\"Placement intoMATH 96\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'Placement intoMATH 96' is ambiguous and likely contains a typo (missing space). It is unclear if this refers to a specific placement test score, a prerequisite course, or consent. The canonical identity of 'Placement intoMATH 96\"],\"root\":\"n0\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"31dc9f1bb719ed5820f0cb7e57b60f557c89a56abe744b2a65996cbb53183680","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"preparatory algebra\",\"MATH 96 prerequisites\",\"basic math skills assessment\",\"algebra readiness test\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"provides fundamental mathematical skills\"}],\"text\":\"Fundamental mathematical skills\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"problem solving using algebra and graphs\"}],\"text\":\"Problem solving using algebra and graphs\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"title\",\"quote\":\"PREPARATORY ALGEBRA\"},{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"Covers the necessary mathematical tools needed to succeed in our algebra course\"}],\"text\":\"PREPARATORY ALGEBRA covers necessary mathematical tools and fundamental skills for success in algebra.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"real numbers, linear equations and inequalities, integral and fractional exponents\"}],\"text\":\"Real numbers, linear equations, inequalities, and exponents\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"polynomials and their arithmetic, polynomial equations\"}],\"text\":\"Polynomials and their arithmetic\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"the quadratic formula and completing the square\"}],\"text\":\"Quadratic formula and completing the square\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"systems of two linear equations, graphing\"}],\"text\":\"Systems of linear equations and graphing\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"31dc9f1bb719ed5820f0cb7e57b60f557c89a56abe744b2a65996cbb53183680","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"ff94fda1e9f538bce8198815ad9b320cdd4ee8bb655cf01132d633eb6ef32e82","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Placement intoMATH 96\",\"course\":null,\"evidence\":\"Placement intoMATH 96\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'Placement intoMATH 96' is ambiguous and likely contains a typo (missing space). It is unclear if this refers to a specific placement test score, a prerequisite course, or consent. The canonical identity of 'Placement intoMATH 96\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"ff94fda1e9f538bce8198815ad9b320cdd4ee8bb655cf01132d633eb6ef32e82","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"preparatory algebra\",\"MATH 96 prerequisites\",\"basic math skills assessment\",\"algebra readiness test\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"provides fundamental mathematical skills\"}],\"text\":\"Fundamental mathematical skills\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"problem solving using algebra and graphs\"}],\"text\":\"Problem solving using algebra and graphs\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"title\",\"quote\":\"PREPARATORY ALGEBRA\"},{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"Covers the necessary mathematical tools needed to succeed in our algebra course\"}],\"text\":\"PREPARATORY ALGEBRA covers necessary mathematical tools and fundamental skills for success in algebra.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"real numbers, linear equations and inequalities, integral and fractional exponents\"}],\"text\":\"Real numbers, linear equations, inequalities, and exponents\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"polynomials and their arithmetic, polynomial equations\"}],\"text\":\"Polynomials and their arithmetic\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"the quadratic formula and completing the square\"}],\"text\":\"Quadratic formula and completing the square\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"systems of two linear equations, graphing\"}],\"text\":\"Systems of linear equations and graphing\"}]}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"ff94fda1e9f538bce8198815ad9b320cdd4ee8bb655cf01132d633eb6ef32e82","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":1,\"review_ids\":[\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor's accent can make it difficult to understand initially, but students adapt over time.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Perfect and funny\",\"course_id\":\"MATH 96\",\"date\":\"2018-09-10 09:55:02 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"e917c6bde5a413330645a994\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"},{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":2,\"review_ids\":[\"e917c6bde5a413330645a994\",\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is kind, funny, and goes out of his way to ensure student understanding.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":1,\"review_ids\":[\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is flexible and willing to grant extensions upon request.\"}]}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3b86cc34bc06b7ab502f855043b91e04e6458f71bea105f8967b93e8817da03b","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Placement intoMATH 96\",\"course\":null,\"evidence\":\"Placement intoMATH 96\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'Placement intoMATH 96' is ambiguous and likely contains a typo (missing space). It is unclear if this refers to a specific placement test score, a prerequisite course, or consent. The canonical identity of 'Placement intoMATH 96\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3b86cc34bc06b7ab502f855043b91e04e6458f71bea105f8967b93e8817da03b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"preparatory algebra\",\"MATH 96 prerequisites\",\"basic math skills assessment\",\"algebra readiness test\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"provides fundamental mathematical skills\"}],\"text\":\"Fundamental mathematical skills\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"problem solving using algebra and graphs\"}],\"text\":\"Problem solving using algebra and graphs\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"title\",\"quote\":\"PREPARATORY ALGEBRA\"},{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"Covers the necessary mathematical tools needed to succeed in our algebra course\"}],\"text\":\"PREPARATORY ALGEBRA covers necessary mathematical tools and fundamental skills for success in algebra.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"real numbers, linear equations and inequalities, integral and fractional exponents\"}],\"text\":\"Real numbers, linear equations, inequalities, and exponents\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"polynomials and their arithmetic, polynomial equations\"}],\"text\":\"Polynomials and their arithmetic\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"the quadratic formula and completing the square\"}],\"text\":\"Quadratic formula and completing the square\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"systems of two linear equations, graphing\"}],\"text\":\"Systems of linear equations and graphing\"}]}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3b86cc34bc06b7ab502f855043b91e04e6458f71bea105f8967b93e8817da03b","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":1,\"review_ids\":[\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor's accent can make it difficult to understand initially, but students adapt over time.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Perfect and funny\",\"course_id\":\"MATH 96\",\"date\":\"2018-09-10 09:55:02 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"e917c6bde5a413330645a994\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"},{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":2,\"review_ids\":[\"e917c6bde5a413330645a994\",\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is kind, funny, and goes out of his way to ensure student understanding.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":1,\"review_ids\":[\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is flexible and willing to grant extensions upon request.\"}]}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3b86cc34bc06b7ab502f855043b91e04e6458f71bea105f8967b93e8817da03b","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"ef4d0ad3878568fbf15608337109237ae3d56401665afbb9ffd66fa3597bbca5\",\"course_id\":\"MATH 96\",\"current_instructors\":[{\"instructor_uid\":\"instructor_0cb802c31df94c0cd00de8b2\",\"message\":\"No course-specific reviews available\",\"name\":\"Ali Aligholi\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_d9c856084a1e4b5c6717a38b\",\"message\":\"No course-specific reviews available\",\"name\":\"Awildo Gutierrez\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_c18bf38b5c60e2fa76d6fafb\",\"message\":\"No course-specific reviews available\",\"name\":\"Eshaan Bhansali\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_3d9153f2e7e9f2eb1e676403\",\"message\":\"No course-specific reviews available\",\"name\":\"Hieu Nguyen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_00f2ba366c62bbcaa751e191\",\"message\":\"No course-specific reviews available\",\"name\":\"Jia Hao Tan\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":13,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.79 GPA, 34.1% A/AB (n=41 letter grades); Fall 2025: 3.16 GPA, 52.7% A/AB (n=55 letter grades).\"}]},{\"instructor_uid\":\"instructor_d64373cb988c2ba3d9f54d46\",\"message\":\"No course-specific reviews available\",\"name\":\"Ohhoon Kwon\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_e367b2cd20bda57d0cd50db6\",\"message\":\"No course-specific reviews available\",\"name\":\"Rachel Heikkinen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_e68c879a0e7d47f4c7fdac7e\",\"message\":\"No course-specific reviews available\",\"name\":\"Ryan Tamura\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":18,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":12,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.71 GPA, 42.9% A/AB (n=42 letter grades); Fall 2025: 2.99 GPA, 53.7% A/AB (n=54 letter grades).\"}]},{\"instructor_uid\":\"instructor_70937914bd651203f08978c2\",\"message\":\"No course-specific reviews available\",\"name\":\"Zaidan Wu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2923961\",\"summary\":[]},{\"instructor_uid\":\"instructor_faebd30a7508082c15e9b8b0\",\"message\":\"No course-specific reviews available\",\"name\":\"Zihao Sun\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.47 GPA, 30.4% A/AB (n=92 letter grades); Fall 2025: 2.96 GPA, 47.2% A/AB (n=684 letter grades); Spring 2026: 2.59 GPA, 31.9% A/AB (n=72 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"CHAOJIE YUAN is recorded teaching in Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":13,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JIA HAO TAN is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":18,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":12,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RYAN TAMURA is recorded teaching in 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\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"f53c7362b1bd8f9b0760959b77bbc0822525cf2adc825b81d51ea2c2a8f0c7ec","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Placement intoMATH 96\",\"course\":null,\"evidence\":\"Placement intoMATH 96\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'Placement intoMATH 96' is ambiguous and likely contains a typo (missing space). It is unclear if this refers to a specific placement test score, a prerequisite course, or consent. The canonical identity of 'Placement intoMATH 96\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"f53c7362b1bd8f9b0760959b77bbc0822525cf2adc825b81d51ea2c2a8f0c7ec","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"preparatory algebra\",\"MATH 96 prerequisites\",\"basic math skills assessment\",\"algebra readiness test\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"provides fundamental mathematical skills\"}],\"text\":\"Fundamental mathematical skills\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"problem solving using algebra and graphs\"}],\"text\":\"Problem solving using algebra and graphs\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"title\",\"quote\":\"PREPARATORY ALGEBRA\"},{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"Covers the necessary mathematical tools needed to succeed in our algebra course\"}],\"text\":\"PREPARATORY ALGEBRA covers necessary mathematical tools and fundamental skills for success in algebra.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"real numbers, linear equations and inequalities, integral and fractional exponents\"}],\"text\":\"Real numbers, linear equations, inequalities, and exponents\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"polynomials and their arithmetic, polynomial equations\"}],\"text\":\"Polynomials and their arithmetic\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"the quadratic formula and completing the square\"}],\"text\":\"Quadratic formula and completing the square\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"systems of two linear equations, graphing\"}],\"text\":\"Systems of linear equations and graphing\"}]}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"f53c7362b1bd8f9b0760959b77bbc0822525cf2adc825b81d51ea2c2a8f0c7ec","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":1,\"review_ids\":[\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor's accent can make it difficult to understand initially, but students adapt over time.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Perfect and funny\",\"course_id\":\"MATH 96\",\"date\":\"2018-09-10 09:55:02 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"e917c6bde5a413330645a994\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"},{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":2,\"review_ids\":[\"e917c6bde5a413330645a994\",\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is kind, funny, and goes out of his way to ensure student understanding.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":1,\"review_ids\":[\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is flexible and willing to grant extensions upon request.\"}]}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"f53c7362b1bd8f9b0760959b77bbc0822525cf2adc825b81d51ea2c2a8f0c7ec","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ef4d0ad3878568fbf15608337109237ae3d56401665afbb9ffd66fa3597bbca5\",\"course_id\":\"MATH 96\",\"current_instructors\":[{\"instructor_uid\":\"instructor_0cb802c31df94c0cd00de8b2\",\"message\":\"No course-specific reviews available\",\"name\":\"Ali Aligholi\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_d9c856084a1e4b5c6717a38b\",\"message\":\"No course-specific reviews available\",\"name\":\"Awildo Gutierrez\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_c18bf38b5c60e2fa76d6fafb\",\"message\":\"No course-specific reviews available\",\"name\":\"Eshaan Bhansali\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_3d9153f2e7e9f2eb1e676403\",\"message\":\"No course-specific reviews available\",\"name\":\"Hieu Nguyen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_00f2ba366c62bbcaa751e191\",\"message\":\"No course-specific reviews available\",\"name\":\"Jia Hao Tan\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":13,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.79 GPA, 34.1% A/AB (n=41 letter grades); Fall 2025: 3.16 GPA, 52.7% A/AB (n=55 letter grades).\"}]},{\"instructor_uid\":\"instructor_d64373cb988c2ba3d9f54d46\",\"message\":\"No course-specific reviews available\",\"name\":\"Ohhoon Kwon\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_e367b2cd20bda57d0cd50db6\",\"message\":\"No course-specific reviews available\",\"name\":\"Rachel Heikkinen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_e68c879a0e7d47f4c7fdac7e\",\"message\":\"No course-specific reviews available\",\"name\":\"Ryan Tamura\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":18,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":12,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.71 GPA, 42.9% A/AB (n=42 letter grades); Fall 2025: 2.99 GPA, 53.7% A/AB (n=54 letter grades).\"}]},{\"instructor_uid\":\"instructor_70937914bd651203f08978c2\",\"message\":\"No course-specific reviews available\",\"name\":\"Zaidan Wu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2923961\",\"summary\":[]},{\"instructor_uid\":\"instructor_faebd30a7508082c15e9b8b0\",\"message\":\"No course-specific reviews available\",\"name\":\"Zihao Sun\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-09-10 09:55:02 +0000 UTC\",\"review_id\":\"e917c6bde5a413330645a994\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"}],\"text\":\"One historical review rated the difficulty as very low, suggesting minimal effort was required.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-09-10 09:55:02 +0000 UTC\",\"review_id\":\"e917c6bde5a413330645a994\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"},{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-12-19 20:39:29 +0000 UTC\",\"review_id\":\"b022c7d754135df55730319c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"}],\"text\":\"Historical reviews for Chaojie Yuan describe him as kind and helpful, offering extensions and ensuring student understanding. However, one reviewer noted his accent could initially make lectures difficult to follow, though this improved over time.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-09-10 09:55:02 +0000 UTC\",\"review_id\":\"e917c6bde5a413330645a994\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"},{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-12-19 20:39:29 +0000 UTC\",\"review_id\":\"b022c7d754135df55730319c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"}],\"text\":\"Historical reviews for Chaojie Yuan describe the course as easy and the instructor as kind and accommodating, though his accent can initially hinder clarity.\"},{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.47 GPA, 30.4% A/AB (n=92 letter grades); Fall 2025: 2.96 GPA, 47.2% A/AB (n=684 letter grades); Spring 2026: 2.59 GPA, 31.9% A/AB (n=72 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-12-19 20:39:29 +0000 UTC\",\"review_id\":\"b022c7d754135df55730319c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"}],\"text\":\"Historical reviews of Chaojie Yuan: Students appreciated the instructor's willingness to provide extensions and ensure understanding, despite occasional difficulties with his accent.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"CHAOJIE YUAN is recorded teaching in Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":13,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JIA HAO TAN is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":18,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":12,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RYAN TAMURA is recorded teaching in 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":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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"55d55a7f01506aeb3faf3142f4e044abb1b1ece1130136a0a927052e6dc57edc","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Placement intoMATH 96\",\"course\":null,\"evidence\":\"Placement intoMATH 96\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'Placement intoMATH 96' is ambiguous and likely contains a typo (missing space). It is unclear if this refers to a specific placement test score, a prerequisite course, or consent. The canonical identity of 'Placement intoMATH 96\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"55d55a7f01506aeb3faf3142f4e044abb1b1ece1130136a0a927052e6dc57edc","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"preparatory algebra\",\"MATH 96 prerequisites\",\"basic math skills assessment\",\"algebra readiness test\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"provides fundamental mathematical skills\"}],\"text\":\"Fundamental mathematical skills\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"problem solving using algebra and graphs\"}],\"text\":\"Problem solving using algebra and graphs\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"title\",\"quote\":\"PREPARATORY ALGEBRA\"},{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"Covers the necessary mathematical tools needed to succeed in our algebra course\"}],\"text\":\"PREPARATORY ALGEBRA covers necessary mathematical tools and fundamental skills for success in algebra.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"real numbers, linear equations and inequalities, integral and fractional exponents\"}],\"text\":\"Real numbers, linear equations, inequalities, and exponents\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"polynomials and their arithmetic, polynomial equations\"}],\"text\":\"Polynomials and their arithmetic\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"the quadratic formula and completing the square\"}],\"text\":\"Quadratic formula and completing the square\"},{\"evidence\":[{\"course_id\":\"MATH 96\",\"field\":\"description\",\"quote\":\"systems of two linear equations, graphing\"}],\"text\":\"Systems of linear equations and graphing\"}]}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"55d55a7f01506aeb3faf3142f4e044abb1b1ece1130136a0a927052e6dc57edc","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":1,\"review_ids\":[\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor's accent can make it difficult to understand initially, but students adapt over time.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Perfect and funny\",\"course_id\":\"MATH 96\",\"date\":\"2018-09-10 09:55:02 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"e917c6bde5a413330645a994\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"},{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":2,\"review_ids\":[\"e917c6bde5a413330645a994\",\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is kind, funny, and goes out of his way to ensure student understanding.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Chaojie is really kind and really goes out of his way to make sure his students are understanding the materials. His accent can make it hard to understand what he is saying when he is teaching sometimes but you get used to it. He gave me multiple extensions upon request and really worked with me so I appreciated that.\",\"course_id\":\"MATH 96\",\"date\":\"2018-12-19 20:39:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"b022c7d754135df55730319c\",\"instructor_id\":\"rmp:2402238\",\"instructor_name\":\"Chaojie Yuan\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\"}],\"evidence_count\":1,\"review_ids\":[\"b022c7d754135df55730319c\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2402238\",\"name\":\"Chaojie Yuan\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"summary\":\"Instructor is flexible and willing to grant extensions upon request.\"}]}","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_d50f100f2b6a26994da36e3f","course_id":"MATH 96","catalog_version_id":"54e802f24987d4f80809d3b0806c8bdb97836d2678600fd038d8e08d0c9c4082","record_version_id":"0a85ae7051eb13ee82493039ef8f7f36217e0e6e1a636e440f4d510545ebd4ee","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"55d55a7f01506aeb3faf3142f4e044abb1b1ece1130136a0a927052e6dc57edc","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ef4d0ad3878568fbf15608337109237ae3d56401665afbb9ffd66fa3597bbca5\",\"course_id\":\"MATH 96\",\"current_instructors\":[{\"instructor_uid\":\"instructor_0cb802c31df94c0cd00de8b2\",\"message\":\"No course-specific reviews available\",\"name\":\"Ali Aligholi\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_d9c856084a1e4b5c6717a38b\",\"message\":\"No course-specific reviews available\",\"name\":\"Awildo Gutierrez\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_c18bf38b5c60e2fa76d6fafb\",\"message\":\"No course-specific reviews available\",\"name\":\"Eshaan Bhansali\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_3d9153f2e7e9f2eb1e676403\",\"message\":\"No course-specific reviews available\",\"name\":\"Hieu Nguyen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_00f2ba366c62bbcaa751e191\",\"message\":\"No course-specific reviews available\",\"name\":\"Jia Hao Tan\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":13,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.79 GPA, 34.1% A/AB (n=41 letter grades); Fall 2025: 3.16 GPA, 52.7% A/AB (n=55 letter grades).\"}]},{\"instructor_uid\":\"instructor_d64373cb988c2ba3d9f54d46\",\"message\":\"No course-specific reviews available\",\"name\":\"Ohhoon Kwon\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_e367b2cd20bda57d0cd50db6\",\"message\":\"No course-specific reviews available\",\"name\":\"Rachel Heikkinen\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]},{\"instructor_uid\":\"instructor_e68c879a0e7d47f4c7fdac7e\",\"message\":\"No course-specific reviews available\",\"name\":\"Ryan Tamura\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":18,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":12,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 2.71 GPA, 42.9% A/AB (n=42 letter grades); Fall 2025: 2.99 GPA, 53.7% A/AB (n=54 letter grades).\"}]},{\"instructor_uid\":\"instructor_70937914bd651203f08978c2\",\"message\":\"No course-specific reviews available\",\"name\":\"Zaidan Wu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2923961\",\"summary\":[]},{\"instructor_uid\":\"instructor_faebd30a7508082c15e9b8b0\",\"message\":\"No course-specific reviews available\",\"name\":\"Zihao Sun\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-09-10 09:55:02 +0000 UTC\",\"review_id\":\"e917c6bde5a413330645a994\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"}],\"text\":\"One historical review rated the difficulty as very low, suggesting minimal effort was required.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-09-10 09:55:02 +0000 UTC\",\"review_id\":\"e917c6bde5a413330645a994\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"},{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-12-19 20:39:29 +0000 UTC\",\"review_id\":\"b022c7d754135df55730319c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"}],\"text\":\"No reviews are available for the current instructors. Historical reviews for Chaojie Yuan describe him as kind and funny, noting he goes out of his way to ensure student understanding and provides extensions upon request. However, reviewers mention his accent can sometimes make lectures difficult to understand initially.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-09-10 09:55:02 +0000 UTC\",\"review_id\":\"e917c6bde5a413330645a994\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMwNDkxNjQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"},{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-12-19 20:39:29 +0000 UTC\",\"review_id\":\"b022c7d754135df55730319c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"}],\"text\":\"Historical reviews for Chaojie Yuan describe the course as easy and the instructor as kind and accommodating, though his accent can initially hinder clarity.\"},{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 2.47 GPA, 30.4% A/AB (n=92 letter grades); Fall 2025: 2.96 GPA, 47.2% A/AB (n=684 letter grades); Spring 2026: 2.59 GPA, 31.9% A/AB (n=72 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Chaojie Yuan\",\"review_date\":\"2018-12-19 20:39:29 +0000 UTC\",\"review_id\":\"b022c7d754135df55730319c\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2402238\",\"source_review_id\":\"UmF0aW5nLTMxMTAzODU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2402238\",\"type\":\"review\"}],\"text\":\"Historical reviews of Chaojie Yuan: Students appreciated the instructor's willingness to provide extensions and ensure understanding, despite occasional difficulties with his accent.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"CHAOJIE YUAN is recorded teaching in Fall 2018. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":13,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JIA HAO TAN is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":18,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MATH 96\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":12,\"source_course_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"source_record\":{\"entity_id\":\"5d74a1e4-7ee9-351c-ab73-a8bcdd84a334\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RYAN TAMURA is recorded teaching in 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":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]