[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"ebfb3a5ea89fceae97db9751a161a04d82ed481756c29608628e15b60cd5416e","record_version_id":"2246a7fca6f0e4cd567c66d6ca51cda67e3b901d3d5bb39b81ec34557b413ad8","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"1f7f1ce81e23225f33a5f79630ba0946881c0ad7dfdfb941ee288bf2e18cedc4","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req1\",\"req2\"],\"condition\":null,\"course\":null,\"evidence\":\"Junior standing or member of Engineering Guest Students\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Junior standing\",\"course\":null,\"evidence\":\"Junior standing\",\"id\":\"req1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"ebfb3a5ea89fceae97db9751a161a04d82ed481756c29608628e15b60cd5416e","record_version_id":"2246a7fca6f0e4cd567c66d6ca51cda67e3b901d3d5bb39b81ec34557b413ad8","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"1f7f1ce81e23225f33a5f79630ba0946881c0ad7dfdfb941ee288bf2e18cedc4","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"requirements_text\",\"quote\":\"Junior standing or member of Engineering Guest Students\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Junior standing or membership in Engineering Guest Students.\"}],\"search_phrases\":[\"specialized chemical engineering topics\",\"chemical engineering theories and methods\",\"advanced chemical engineering concepts\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Identify and describe key theories, concepts, and methods in chemical engineering\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Identify and describe key theories, concepts, and methods in chemical engineering.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"description\",\"quote\":\"Topics of specialized interest to majors in chemical engineering. Given on demand.\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"},{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Special Topics in Chemical Engineering covers topics of specialized interest to majors in the field, offered on demand.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"description\",\"quote\":\"Topics of specialized interest to majors in chemical engineering.\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Specialized topics of interest to chemical engineering majors.\"},{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"key theories, concepts, and methods in chemical engineering\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Key theories, concepts, and methods in chemical engineering.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"ebfb3a5ea89fceae97db9751a161a04d82ed481756c29608628e15b60cd5416e","record_version_id":"2246a7fca6f0e4cd567c66d6ca51cda67e3b901d3d5bb39b81ec34557b413ad8","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"1f7f1ce81e23225f33a5f79630ba0946881c0ad7dfdfb941ee288bf2e18cedc4","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"homeworks took too long (8-10 hours) for a survey. Nice guy but class was not structured well\",\"course_id\":\"CBE 562\",\"date\":\"2015-12-28 01:09:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"78ceac79c9ee70940d8b0473\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1ODM0ODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"}],\"evidence_count\":1,\"review_ids\":[\"78ceac79c9ee70940d8b0473\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1953065\",\"name\":\"George Huber\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1953065\",\"summary\":\"One reviewer states that George Huber's homeworks took too long (8-10 hours) for a survey course.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"homeworks took too long (8-10 hours) for a survey. Nice guy but class was not structured well\",\"course_id\":\"CBE 562\",\"date\":\"2015-12-28 01:09:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"78ceac79c9ee70940d8b0473\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1ODM0ODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"}],\"evidence_count\":1,\"review_ids\":[\"78ceac79c9ee70940d8b0473\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1953065\",\"name\":\"George Huber\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1953065\",\"summary\":\"A reviewer notes that George Huber's class was not structured well.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof van Lehn is one of the better CBE professors. He has a nice sense of humor and does a very good job with lectures. He is clearly very interested in what he does and happy to discuss concepts outside class, as well as answer questions in class. Problem sets and exams could be difficult, but support was provided if you asked.\",\"course_id\":\"CBE 562\",\"date\":\"2020-12-09 16:27:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5822cc67bf8a12f05314fef2\",\"instructor_id\":\"rmp:2199950\",\"instructor_name\":\"Reid Van Lehn\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTk5NDc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2199950\"}],\"evidence_count\":1,\"review_ids\":[\"5822cc67bf8a12f05314fef2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2199950\",\"name\":\"Reid Van Lehn\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2199950\",\"summary\":\"A reviewer praises Reid Van Lehn for doing a very good job with lectures and being interested in discussing concepts.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof van Lehn is one of the better CBE professors. He has a nice sense of humor and does a very good job with lectures. He is clearly very interested in what he does and happy to discuss concepts outside class, as well as answer questions in class. Problem sets and exams could be difficult, but support was provided if you asked.\",\"course_id\":\"CBE 562\",\"date\":\"2020-12-09 16:27:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5822cc67bf8a12f05314fef2\",\"instructor_id\":\"rmp:2199950\",\"instructor_name\":\"Reid Van Lehn\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTk5NDc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2199950\"}],\"evidence_count\":1,\"review_ids\":[\"5822cc67bf8a12f05314fef2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2199950\",\"name\":\"Reid Van Lehn\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2199950\",\"summary\":\"A reviewer mentions that Reid Van Lehn's problem sets and exams could be difficult, but support was provided if asked.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Absolutely no materials provided outside of class to study for exams. Told \\\"look over class materials to study\\\" but had over 1000 slides of lecture content. No practice problems, study guide, etc. Exams were hard and niche. Would not take this class again. \",\"course_id\":\"CBE 562\",\"date\":\"2025-04-28 15:21:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ce5b290d2cf7566031fc907f\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"}],\"evidence_count\":1,\"review_ids\":[\"ce5b290d2cf7566031fc907f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1953065\",\"name\":\"George Huber\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1953065\",\"summary\":\"A reviewer criticizes George Huber for providing no materials outside of class to study for exams and describes the exams as hard and niche.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"ebfb3a5ea89fceae97db9751a161a04d82ed481756c29608628e15b60cd5416e","record_version_id":"2246a7fca6f0e4cd567c66d6ca51cda67e3b901d3d5bb39b81ec34557b413ad8","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"1f7f1ce81e23225f33a5f79630ba0946881c0ad7dfdfb941ee288bf2e18cedc4","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"da24a10078073b76a5d6a6d19c2217446051014806192c31856aacfae827a99d\",\"course_id\":\"CBE 562\",\"current_instructors\":[{\"instructor_uid\":\"instructor_35bd823d160a6ff08e25cb94\",\"message\":\"No course-specific reviews available\",\"name\":\"Manos Mavrikakis\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:324305\",\"summary\":[]},{\"instructor_uid\":\"instructor_1373dfdd0174083f70760ab4\",\"message\":\"No course-specific reviews available\",\"name\":\"Matt Gebbie\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2688110\",\"summary\":[]},{\"instructor_uid\":\"instructor_d315a9291cb8e0d4f38b5901\",\"message\":\"No course-specific reviews available\",\"name\":\"Quentin Dudley\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3013219\",\"summary\":[]},{\"instructor_uid\":\"instructor_d391dde243e6aaf4cb20b457\",\"message\":\"No course-specific reviews available\",\"name\":\"Rose Cersonsky-Adorf\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"George Huber\",\"review_date\":\"2025-04-28 15:21:39 +0000 UTC\",\"review_id\":\"ce5b290d2cf7566031fc907f\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTQxMDY4ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student found the exams difficult and niche, noting there were no practice problems or study guides provided, only over 1,000 slides of lecture content to review.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Reid Van Lehn\",\"review_date\":\"2020-12-09 16:27:13 +0000 UTC\",\"review_id\":\"5822cc67bf8a12f05314fef2\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2199950\",\"source_review_id\":\"UmF0aW5nLTMzOTk5NDc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2199950\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Past students described Reid Van Lehn as an engaging instructor with a sense of humor who clearly cared about the subject and encouraged discussion.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.93 GPA, 96.4% A/AB (n=28 letter grades); Fall 2025: 3.55 GPA, 75.9% A/AB (n=29 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=11 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"George Huber\",\"review_date\":\"2015-12-28 01:09:24 +0000 UTC\",\"review_id\":\"78ceac79c9ee70940d8b0473\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTI1ODM0ODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"A past student found the homework assignments took 8-10 hours each, which felt excessive for a survey course, and felt the class structure was lacking.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":6,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":2,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"GEORGE HUBER is recorded teaching in Fall 2012, Spring 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2021, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"REID VAN LEHN is recorded teaching in Fall 2020, Fall 2022, Fall 2023. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"2519888ac111cec900b76ee33c5fc9c648c16174db1086276d5efd56690394f0","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\"],\"condition\":null,\"course\":null,\"evidence\":\"Junior standing or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Junior standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n0 references itself; remove the self-reference.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n2; connect all conditions and exclusions to the root.","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"2519888ac111cec900b76ee33c5fc9c648c16174db1086276d5efd56690394f0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"requirements_text\",\"quote\":\"Junior standing or member of Engineering Guest Students\"}],\"text\":\"Junior standing or Engineering Guest Student status\"}],\"search_phrases\":[\"chemical engineering special topics\",\"CBE 562 topics\",\"specialized chemical engineering\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"},{\"course_id\":\"CBE 562\",\"field\":\"description\",\"quote\":\"Topics of specialized interest to majors in chemical engineering\"}],\"text\":\"CBE 562 covers specialized topics in chemical engineering for majors.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"}],\"text\":\"Special topics in chemical engineering\"}]}","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"2519888ac111cec900b76ee33c5fc9c648c16174db1086276d5efd56690394f0","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3b40080b0a71dad52ed5be5fdb8bb5f70972ae7625783c72b8e089ae51ac7bf9","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Junior standing or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Junior standing\",\"course\":null,\"evidence\":\"Junior standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3b40080b0a71dad52ed5be5fdb8bb5f70972ae7625783c72b8e089ae51ac7bf9","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"requirements_text\",\"quote\":\"Junior standing or member of Engineering Guest Students\"}],\"text\":\"Junior standing or Engineering Guest Student status\"}],\"search_phrases\":[\"chemical engineering special topics\",\"CBE 562 topics\",\"specialized chemical engineering\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"},{\"course_id\":\"CBE 562\",\"field\":\"description\",\"quote\":\"Topics of specialized interest to majors in chemical engineering\"}],\"text\":\"CBE 562 covers specialized topics in chemical engineering for majors.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"}],\"text\":\"Special topics in chemical engineering\"}]}","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"3b40080b0a71dad52ed5be5fdb8bb5f70972ae7625783c72b8e089ae51ac7bf9","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":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"ebfb3a5ea89fceae97db9751a161a04d82ed481756c29608628e15b60cd5416e","record_version_id":"2246a7fca6f0e4cd567c66d6ca51cda67e3b901d3d5bb39b81ec34557b413ad8","job_id":"enrich-6556a505c10f448d98d02466","output_id":"fd28e39a32b35c67ffb395195bf877385ead95a17dfaf90fac25fe974a01f19d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req1\",\"req2\"],\"condition\":null,\"course\":null,\"evidence\":\"Junior standing or member of Engineering Guest Students\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Junior standing\",\"course\":null,\"evidence\":\"Junior standing\",\"id\":\"req1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"ebfb3a5ea89fceae97db9751a161a04d82ed481756c29608628e15b60cd5416e","record_version_id":"2246a7fca6f0e4cd567c66d6ca51cda67e3b901d3d5bb39b81ec34557b413ad8","job_id":"enrich-6556a505c10f448d98d02466","output_id":"fd28e39a32b35c67ffb395195bf877385ead95a17dfaf90fac25fe974a01f19d","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"requirements_text\",\"quote\":\"Junior standing or member of Engineering Guest Students\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Junior standing or membership in Engineering Guest Students.\"}],\"search_phrases\":[\"specialized chemical engineering topics\",\"chemical engineering theories and methods\",\"advanced chemical engineering concepts\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Identify and describe key theories, concepts, and methods in chemical engineering\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Identify and describe key theories, concepts, and methods in chemical engineering.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"description\",\"quote\":\"Topics of specialized interest to majors in chemical engineering. Given on demand.\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"},{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Special Topics in Chemical Engineering covers topics of specialized interest to majors in the field, offered on demand.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"description\",\"quote\":\"Topics of specialized interest to majors in chemical engineering.\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Specialized topics of interest to chemical engineering majors.\"},{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"key theories, concepts, and methods in chemical engineering\",\"source_url\":\"https://guide.wisc.edu/courses/cbe/\"}],\"text\":\"Key theories, concepts, and methods in chemical engineering.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"ebfb3a5ea89fceae97db9751a161a04d82ed481756c29608628e15b60cd5416e","record_version_id":"2246a7fca6f0e4cd567c66d6ca51cda67e3b901d3d5bb39b81ec34557b413ad8","job_id":"enrich-6556a505c10f448d98d02466","output_id":"fd28e39a32b35c67ffb395195bf877385ead95a17dfaf90fac25fe974a01f19d","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"homeworks took too long (8-10 hours) for a survey. Nice guy but class was not structured well\",\"course_id\":\"CBE 562\",\"date\":\"2015-12-28 01:09:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"78ceac79c9ee70940d8b0473\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1ODM0ODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"}],\"evidence_count\":1,\"review_ids\":[\"78ceac79c9ee70940d8b0473\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1953065\",\"name\":\"George Huber\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1953065\",\"summary\":\"One reviewer states that George Huber's homeworks took too long (8-10 hours) for a survey course.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"homeworks took too long (8-10 hours) for a survey. Nice guy but class was not structured well\",\"course_id\":\"CBE 562\",\"date\":\"2015-12-28 01:09:24 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"78ceac79c9ee70940d8b0473\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI1ODM0ODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"}],\"evidence_count\":1,\"review_ids\":[\"78ceac79c9ee70940d8b0473\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1953065\",\"name\":\"George Huber\"}],\"review_year_end\":\"2015\",\"review_year_start\":\"2015\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1953065\",\"summary\":\"A reviewer notes that George Huber's class was not structured well.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof van Lehn is one of the better CBE professors. He has a nice sense of humor and does a very good job with lectures. He is clearly very interested in what he does and happy to discuss concepts outside class, as well as answer questions in class. Problem sets and exams could be difficult, but support was provided if you asked.\",\"course_id\":\"CBE 562\",\"date\":\"2020-12-09 16:27:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5822cc67bf8a12f05314fef2\",\"instructor_id\":\"rmp:2199950\",\"instructor_name\":\"Reid Van Lehn\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTk5NDc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2199950\"}],\"evidence_count\":1,\"review_ids\":[\"5822cc67bf8a12f05314fef2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2199950\",\"name\":\"Reid Van Lehn\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2199950\",\"summary\":\"A reviewer praises Reid Van Lehn for doing a very good job with lectures and being interested in discussing concepts.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Prof van Lehn is one of the better CBE professors. He has a nice sense of humor and does a very good job with lectures. He is clearly very interested in what he does and happy to discuss concepts outside class, as well as answer questions in class. Problem sets and exams could be difficult, but support was provided if you asked.\",\"course_id\":\"CBE 562\",\"date\":\"2020-12-09 16:27:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"5822cc67bf8a12f05314fef2\",\"instructor_id\":\"rmp:2199950\",\"instructor_name\":\"Reid Van Lehn\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMzOTk5NDc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2199950\"}],\"evidence_count\":1,\"review_ids\":[\"5822cc67bf8a12f05314fef2\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2199950\",\"name\":\"Reid Van Lehn\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:2199950\",\"summary\":\"A reviewer mentions that Reid Van Lehn's problem sets and exams could be difficult, but support was provided if asked.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"Absolutely no materials provided outside of class to study for exams. Told \\\"look over class materials to study\\\" but had over 1000 slides of lecture content. No practice problems, study guide, etc. Exams were hard and niche. Would not take this class again. \",\"course_id\":\"CBE 562\",\"date\":\"2025-04-28 15:21:39 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ce5b290d2cf7566031fc907f\",\"instructor_id\":\"rmp:1953065\",\"instructor_name\":\"George Huber\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQxMDY4ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\"}],\"evidence_count\":1,\"review_ids\":[\"ce5b290d2cf7566031fc907f\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1953065\",\"name\":\"George Huber\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2025\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1953065\",\"summary\":\"A reviewer criticizes George Huber for providing no materials outside of class to study for exams and describes the exams as hard and niche.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-789789da373eecc1ff75f626","output_id":"a9a19cd6a40efb932bcb8e3825cdc66da03a38b5c8b901d1326adfb0a612c6cc","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Junior standing or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Junior standing\",\"course\":null,\"evidence\":\"Junior standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-789789da373eecc1ff75f626","output_id":"a9a19cd6a40efb932bcb8e3825cdc66da03a38b5c8b901d1326adfb0a612c6cc","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"requirements_text\",\"quote\":\"Junior standing or member of Engineering Guest Students\"}],\"text\":\"Junior standing or Engineering Guest Student status\"}],\"search_phrases\":[\"chemical engineering special topics\",\"CBE 562 topics\",\"specialized chemical engineering\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"},{\"course_id\":\"CBE 562\",\"field\":\"description\",\"quote\":\"Topics of specialized interest to majors in chemical engineering\"}],\"text\":\"CBE 562 covers specialized topics in chemical engineering for majors.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"}],\"text\":\"Special topics in chemical engineering\"}]}","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-789789da373eecc1ff75f626","output_id":"a9a19cd6a40efb932bcb8e3825cdc66da03a38b5c8b901d1326adfb0a612c6cc","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"16648852c52963c58855bf294a5e90772543ece57d7d3f610466515bca2cacdb","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Junior standing or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Junior standing\",\"course\":null,\"evidence\":\"Junior standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"16648852c52963c58855bf294a5e90772543ece57d7d3f610466515bca2cacdb","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"requirements_text\",\"quote\":\"Junior standing or member of Engineering Guest Students\"}],\"text\":\"Junior standing or Engineering Guest Student status\"}],\"search_phrases\":[\"chemical engineering special topics\",\"CBE 562 topics\",\"specialized chemical engineering\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"},{\"course_id\":\"CBE 562\",\"field\":\"description\",\"quote\":\"Topics of specialized interest to majors in chemical engineering\"}],\"text\":\"CBE 562 covers specialized topics in chemical engineering for majors.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"}],\"text\":\"Special topics in chemical engineering\"}]}","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"16648852c52963c58855bf294a5e90772543ece57d7d3f610466515bca2cacdb","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"16648852c52963c58855bf294a5e90772543ece57d7d3f610466515bca2cacdb","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"fa43fef6dbc0ca1cacd6fecaa6367857674e9d0565c4fe852edffd29bbec4797\",\"course_id\":\"CBE 562\",\"current_instructors\":[{\"instructor_uid\":\"instructor_795ccce67e48eba07cc41602\",\"message\":\"No course-specific reviews available\",\"name\":\"Eric Codner\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2075111\",\"summary\":[]},{\"instructor_uid\":\"instructor_f8624ba541bb541a373bd828\",\"message\":\"Summary generation failed\",\"name\":\"George Huber\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:1953065\",\"summary\":[{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.88 GPA, 91.1% A/AB (n=45 letter grades); Fall 2023: 3.82 GPA, 93.5% A/AB (n=31 letter grades); Fall 2024: 3.55 GPA, 75.0% A/AB (n=20 letter grades).\"}]},{\"instructor_uid\":\"instructor_51729628f5685d0230164822\",\"message\":\"No course-specific reviews available\",\"name\":\"John Yin\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2013: 3.81 GPA, 92.3% A/AB (n=13 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=10 letter grades); Fall 2025: 3.21 GPA, 50.0% A/AB (n=12 letter grades).\"}]},{\"instructor_uid\":\"instructor_d7d2a6efcc0ce87c6857bd41\",\"message\":\"No course-specific reviews available\",\"name\":\"Marcel Schreier\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2987666\",\"summary\":[{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.77 GPA, 90.9% A/AB (n=11 letter grades); Fall 2024: 3.81 GPA, 100.0% A/AB (n=13 letter grades); Fall 2025: 3.79 GPA, 94.1% A/AB (n=17 letter grades).\"}]},{\"instructor_uid\":\"instructor_5d0781600b76850bbac4916f\",\"message\":\"No course-specific reviews available\",\"name\":\"Rahul Sujanani\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3158439\",\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_f8624ba541bb541a373bd828\",\"mode\":\"professor\"},{\"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\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.93 GPA, 96.4% A/AB (n=28 letter grades); Fall 2025: 3.55 GPA, 75.9% A/AB (n=29 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=11 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"GEORGE HUBER is recorded teaching in Fall 2012, Spring 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2021, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JOHN YIN is recorded teaching in Spring 2011, Spring 2013, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MARCEL SCHREIER is recorded teaching in Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"REID VAN LEHN is recorded teaching in Fall 2020, Fall 2022, Fall 2023. 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\": \"professor\", \"instructor_uid\": \"instructor_f8624ba541bb541a373bd828\", \"error\": \"ModelAPIError: Connection 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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"54426464b494f86b06e967e548e19c115f3868a0300a09530631ff2d9b95eda5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Junior standing or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Junior standing\",\"course\":null,\"evidence\":\"Junior standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"54426464b494f86b06e967e548e19c115f3868a0300a09530631ff2d9b95eda5","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"requirements_text\",\"quote\":\"Junior standing or member of Engineering Guest Students\"}],\"text\":\"Junior standing or Engineering Guest Student status\"}],\"search_phrases\":[\"chemical engineering special topics\",\"CBE 562 topics\",\"specialized chemical engineering\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"},{\"course_id\":\"CBE 562\",\"field\":\"description\",\"quote\":\"Topics of specialized interest to majors in chemical engineering\"}],\"text\":\"CBE 562 covers specialized topics in chemical engineering for majors.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CBE 562\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS IN CHEMICAL ENGINEERING\"}],\"text\":\"Special topics in chemical engineering\"}]}","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"54426464b494f86b06e967e548e19c115f3868a0300a09530631ff2d9b95eda5","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_1f55ebed1f1f6a86bcb82530","course_id":"CBE 562","catalog_version_id":"9f9f5a8e11728082359e4e68fe9facc4b612710750eec499c627f7c449793497","record_version_id":"64f55efbf1c30c4ec6bc6d228a2aba15aa9f97492ff5f8a3966ea0f15a8e920b","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"54426464b494f86b06e967e548e19c115f3868a0300a09530631ff2d9b95eda5","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"fa43fef6dbc0ca1cacd6fecaa6367857674e9d0565c4fe852edffd29bbec4797\",\"course_id\":\"CBE 562\",\"current_instructors\":[{\"instructor_uid\":\"instructor_795ccce67e48eba07cc41602\",\"message\":\"No course-specific reviews available\",\"name\":\"Eric Codner\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2075111\",\"summary\":[]},{\"instructor_uid\":\"instructor_f8624ba541bb541a373bd828\",\"message\":null,\"name\":\"George Huber\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1953065\",\"summary\":[{\"citations\":[{\"instructor_name\":\"George Huber\",\"review_date\":\"2015-12-28 01:09:24 +0000 UTC\",\"review_id\":\"78ceac79c9ee70940d8b0473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTI1ODM0ODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"},{\"instructor_name\":\"George Huber\",\"review_date\":\"2025-04-28 15:21:39 +0000 UTC\",\"review_id\":\"ce5b290d2cf7566031fc907f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTQxMDY4ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"}],\"text\":\"George Huber's course is criticized for poor structure and excessive workload, with homeworks taking 8-10 hours. Reviewers also report a lack of study materials and hard, niche exams, leading to low satisfaction.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2022: 3.88 GPA, 91.1% A/AB (n=45 letter grades); Fall 2023: 3.82 GPA, 93.5% A/AB (n=31 letter grades); Fall 2024: 3.55 GPA, 75.0% A/AB (n=20 letter grades).\"}]},{\"instructor_uid\":\"instructor_51729628f5685d0230164822\",\"message\":\"No course-specific reviews available\",\"name\":\"John Yin\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2013: 3.81 GPA, 92.3% A/AB (n=13 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=10 letter grades); Fall 2025: 3.21 GPA, 50.0% A/AB (n=12 letter grades).\"}]},{\"instructor_uid\":\"instructor_d7d2a6efcc0ce87c6857bd41\",\"message\":\"No course-specific reviews available\",\"name\":\"Marcel Schreier\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2987666\",\"summary\":[{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.77 GPA, 90.9% A/AB (n=11 letter grades); Fall 2024: 3.81 GPA, 100.0% A/AB (n=13 letter grades); Fall 2025: 3.79 GPA, 94.1% A/AB (n=17 letter grades).\"}]},{\"instructor_uid\":\"instructor_5d0781600b76850bbac4916f\",\"message\":\"No course-specific reviews available\",\"name\":\"Rahul Sujanani\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3158439\",\"summary\":[]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"George Huber\",\"review_date\":\"2015-12-28 01:09:24 +0000 UTC\",\"review_id\":\"78ceac79c9ee70940d8b0473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTI1ODM0ODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"},{\"instructor_name\":\"George Huber\",\"review_date\":\"2025-04-28 15:21:39 +0000 UTC\",\"review_id\":\"ce5b290d2cf7566031fc907f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTQxMDY4ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"}],\"text\":\"Homeworks require 8-10 hours each, which reviewers consider excessive for a survey course. Exams are described as hard and niche, with no practice problems or study guides provided to help prepare.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Reid Van Lehn\",\"review_date\":\"2020-12-09 16:27:13 +0000 UTC\",\"review_id\":\"5822cc67bf8a12f05314fef2\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2199950\",\"source_review_id\":\"UmF0aW5nLTMzOTk5NDc0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2199950\",\"type\":\"review\"}],\"text\":\"Historical instructor Reid Van Lehn is praised for his engaging lectures, humor, and willingness to discuss concepts outside class. Reviewers note that while problem sets and exams can be difficult, support is available for students who ask for help.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"George Huber\",\"review_date\":\"2015-12-28 01:09:24 +0000 UTC\",\"review_id\":\"78ceac79c9ee70940d8b0473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTI1ODM0ODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"},{\"instructor_name\":\"George Huber\",\"review_date\":\"2025-04-28 15:21:39 +0000 UTC\",\"review_id\":\"ce5b290d2cf7566031fc907f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTQxMDY4ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"}],\"text\":\"George Huber's CBE 562 is poorly structured with excessive homework and difficult, niche exams. Reviewers found the lack of study materials and high workload frustrating, with one explicitly stating they would not take the class again.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.93 GPA, 96.4% A/AB (n=28 letter grades); Fall 2025: 3.55 GPA, 75.9% A/AB (n=29 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=11 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"George Huber\",\"review_date\":\"2015-12-28 01:09:24 +0000 UTC\",\"review_id\":\"78ceac79c9ee70940d8b0473\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTI1ODM0ODg0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"},{\"instructor_name\":\"George Huber\",\"review_date\":\"2025-04-28 15:21:39 +0000 UTC\",\"review_id\":\"ce5b290d2cf7566031fc907f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1953065\",\"source_review_id\":\"UmF0aW5nLTQxMDY4ODQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1953065\",\"type\":\"review\"}],\"text\":\"Students report that the class is not structured well and lacks necessary study materials beyond over 1000 lecture slides. The absence of practice problems and study guides makes exam preparation difficult and frustrating.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":6,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"GEORGE HUBER is recorded teaching in Fall 2012, Spring 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2021, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JOHN YIN is recorded teaching in Spring 2011, Spring 2013, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":11,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"MARCEL SCHREIER is recorded teaching in Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CBE 562\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":5,\"source_course_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"source_record\":{\"entity_id\":\"33abc750-dc9a-389d-b3c0-7fc42bf0a0c8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"REID VAN LEHN is recorded teaching in Fall 2020, Fall 2022, Fall 2023. 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":false}]