[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"05c0cb3686c516021dc2659aef99ad9cc0412ae9e4fef0144ed57f62cb4b8160","record_version_id":"e86a989b6084b6e4b64e16f0bad2eec231a35db74b5ab69be3dc3826ac70422b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"7f93a416f6871f4112b89169df0a07021f6e005eef609177325aa3bd31a18621","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-1\",\"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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"05c0cb3686c516021dc2659aef99ad9cc0412ae9e4fef0144ed57f62cb4b8160","record_version_id":"e86a989b6084b6e4b64e16f0bad2eec231a35db74b5ab69be3dc3826ac70422b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"7f93a416f6871f4112b89169df0a07021f6e005eef609177325aa3bd31a18621","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"analog and digital electronics\",\"computer interfaces for chemical instrumentation\",\"operational amplifiers in instrumentation\",\"microcontrollers for chemical sensors\",\"controlling and monitoring chemical components\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Apply principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Interconnect and modify commercial instrumental modules for use in new applications\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Interconnect and modify commercial instrumental modules for use in new applications.\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Build new instrumental modules based on operational amplifiers, microcontrollers, and other integrated circuits\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Build new instrumental modules based on operational amplifiers, microcontrollers, and other integrated circuits.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"title\",\"quote\":\"ELECTRONICS FOR CHEMICAL INSTRUMENTATION\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"},{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Electronics for Chemical Instrumentation teaches applying analog/digital electronics and computer interfaces to control and monitor chemical instrumentation components.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Analog and digital electronics principles\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Computer interfaces for controlling and monitoring chemical instrumentation components\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Identify the working principles of the electronics behind modern chemical instrumentation\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Working principles of electronics behind modern chemical instrumentation\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Build new instrumental modules based on operational amplifiers, microcontrollers, and other integrated circuits\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Operational amplifiers, microcontrollers, and other integrated circuits\"}]}","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"05c0cb3686c516021dc2659aef99ad9cc0412ae9e4fef0144ed57f62cb4b8160","record_version_id":"e86a989b6084b6e4b64e16f0bad2eec231a35db74b5ab69be3dc3826ac70422b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"7f93a416f6871f4112b89169df0a07021f6e005eef609177325aa3bd31a18621","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"05c0cb3686c516021dc2659aef99ad9cc0412ae9e4fef0144ed57f62cb4b8160","record_version_id":"e86a989b6084b6e4b64e16f0bad2eec231a35db74b5ab69be3dc3826ac70422b","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"7f93a416f6871f4112b89169df0a07021f6e005eef609177325aa3bd31a18621","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"724a92f1ab30347dfa416b87d625a5762504be95a9c347bbc92d5c114739c7ea\",\"course_id\":\"CHEM 728\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CHEM 728\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"99bcb685-737a-3814-9202-0353114a149b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.85 GPA, 90.0% A/AB (n=10 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[],\"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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"2444eb1d5df25cedcdf3a8a1305cb23b4f124a8cfa14711a2adef9d934a68fa9","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Non-course conditions must preserve verbatim source text","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"2444eb1d5df25cedcdf3a8a1305cb23b4f124a8cfa14711a2adef9d934a68fa9","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"analog electronics chemical instrumentation\",\"digital electronics chemical instrumentation\",\"computer interfaces chemical instrumentation\",\"CHEM 728 electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics\"}],\"text\":\"Apply principles of analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics and computer interfaces\"}],\"text\":\"Apply principles of computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"controlling and monitoring components of importance to chemical instrumentation\"}],\"text\":\"Control and monitor chemical instrumentation components\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"title\",\"quote\":\"ELECTRONICS FOR CHEMICAL INSTRUMENTATION\"},{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\"}],\"text\":\"CHEM 728 teaches analog and digital electronics and computer interfaces for controlling chemical instrumentation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics\"}],\"text\":\"Analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"computer interfaces\"}],\"text\":\"Computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"chemical instrumentation\"}],\"text\":\"Chemical instrumentation\"}]}","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"2444eb1d5df25cedcdf3a8a1305cb23b4f124a8cfa14711a2adef9d934a68fa9","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"4c191ce7a53e61bf5f32dd0906d7c2f5583e4d72599275019275439ae9b34da5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"4c191ce7a53e61bf5f32dd0906d7c2f5583e4d72599275019275439ae9b34da5","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"analog electronics chemical instrumentation\",\"digital electronics chemical instrumentation\",\"computer interfaces chemical instrumentation\",\"CHEM 728 electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics\"}],\"text\":\"Apply principles of analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics and computer interfaces\"}],\"text\":\"Apply principles of computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"controlling and monitoring components of importance to chemical instrumentation\"}],\"text\":\"Control and monitor chemical instrumentation components\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"title\",\"quote\":\"ELECTRONICS FOR CHEMICAL INSTRUMENTATION\"},{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\"}],\"text\":\"CHEM 728 teaches analog and digital electronics and computer interfaces for controlling chemical instrumentation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics\"}],\"text\":\"Analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"computer interfaces\"}],\"text\":\"Computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"chemical instrumentation\"}],\"text\":\"Chemical instrumentation\"}]}","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"4c191ce7a53e61bf5f32dd0906d7c2f5583e4d72599275019275439ae9b34da5","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"05c0cb3686c516021dc2659aef99ad9cc0412ae9e4fef0144ed57f62cb4b8160","record_version_id":"e86a989b6084b6e4b64e16f0bad2eec231a35db74b5ab69be3dc3826ac70422b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"ee674c1c5f9884d1e41884598d9fb7a239d14a4b1082173d3be8363c5ba90c46","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-1\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-1\",\"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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"05c0cb3686c516021dc2659aef99ad9cc0412ae9e4fef0144ed57f62cb4b8160","record_version_id":"e86a989b6084b6e4b64e16f0bad2eec231a35db74b5ab69be3dc3826ac70422b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"ee674c1c5f9884d1e41884598d9fb7a239d14a4b1082173d3be8363c5ba90c46","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[],\"search_phrases\":[\"analog and digital electronics\",\"computer interfaces for chemical instrumentation\",\"operational amplifiers in instrumentation\",\"microcontrollers for chemical sensors\",\"controlling and monitoring chemical components\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Apply principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Interconnect and modify commercial instrumental modules for use in new applications\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Interconnect and modify commercial instrumental modules for use in new applications.\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Build new instrumental modules based on operational amplifiers, microcontrollers, and other integrated circuits\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Build new instrumental modules based on operational amplifiers, microcontrollers, and other integrated circuits.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"title\",\"quote\":\"ELECTRONICS FOR CHEMICAL INSTRUMENTATION\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"},{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Electronics for Chemical Instrumentation teaches applying analog/digital electronics and computer interfaces to control and monitor chemical instrumentation components.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Analog and digital electronics principles\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Computer interfaces for controlling and monitoring chemical instrumentation components\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Identify the working principles of the electronics behind modern chemical instrumentation\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Working principles of electronics behind modern chemical instrumentation\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Build new instrumental modules based on operational amplifiers, microcontrollers, and other integrated circuits\",\"source_url\":\"https://guide.wisc.edu/courses/chem/\"}],\"text\":\"Operational amplifiers, microcontrollers, and other integrated circuits\"}]}","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"05c0cb3686c516021dc2659aef99ad9cc0412ae9e4fef0144ed57f62cb4b8160","record_version_id":"e86a989b6084b6e4b64e16f0bad2eec231a35db74b5ab69be3dc3826ac70422b","job_id":"enrich-6556a505c10f448d98d02466","output_id":"ee674c1c5f9884d1e41884598d9fb7a239d14a4b1082173d3be8363c5ba90c46","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-789789da373eecc1ff75f626","output_id":"227d43eed616dd3f0a47e34573077778f7b758d1df16a4827e6999d5179b2d18","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing \",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n0: evidence 'Graduate/professional standing ' must quote an exact source substring.","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-789789da373eecc1ff75f626","output_id":"227d43eed616dd3f0a47e34573077778f7b758d1df16a4827e6999d5179b2d18","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"analog electronics chemical instrumentation\",\"digital electronics chemical instrumentation\",\"computer interfaces chemical instrumentation\",\"CHEM 728 electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics\"}],\"text\":\"Apply principles of analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics and computer interfaces\"}],\"text\":\"Apply principles of computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"controlling and monitoring components of importance to chemical instrumentation\"}],\"text\":\"Control and monitor chemical instrumentation components\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"title\",\"quote\":\"ELECTRONICS FOR CHEMICAL INSTRUMENTATION\"},{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\"}],\"text\":\"CHEM 728 teaches analog and digital electronics and computer interfaces for controlling chemical instrumentation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics\"}],\"text\":\"Analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"computer interfaces\"}],\"text\":\"Computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"chemical instrumentation\"}],\"text\":\"Chemical instrumentation\"}]}","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-789789da373eecc1ff75f626","output_id":"227d43eed616dd3f0a47e34573077778f7b758d1df16a4827e6999d5179b2d18","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1fdab2c1bfcd0482efa579fcf4f5ce814060f55cf7c79a477771189fbfde4260","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1fdab2c1bfcd0482efa579fcf4f5ce814060f55cf7c79a477771189fbfde4260","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"analog electronics chemical instrumentation\",\"digital electronics chemical instrumentation\",\"computer interfaces chemical instrumentation\",\"CHEM 728 electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics\"}],\"text\":\"Apply principles of analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics and computer interfaces\"}],\"text\":\"Apply principles of computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"controlling and monitoring components of importance to chemical instrumentation\"}],\"text\":\"Control and monitor chemical instrumentation components\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"title\",\"quote\":\"ELECTRONICS FOR CHEMICAL INSTRUMENTATION\"},{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\"}],\"text\":\"CHEM 728 teaches analog and digital electronics and computer interfaces for controlling chemical instrumentation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics\"}],\"text\":\"Analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"computer interfaces\"}],\"text\":\"Computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"chemical instrumentation\"}],\"text\":\"Chemical instrumentation\"}]}","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1fdab2c1bfcd0482efa579fcf4f5ce814060f55cf7c79a477771189fbfde4260","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1fdab2c1bfcd0482efa579fcf4f5ce814060f55cf7c79a477771189fbfde4260","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"fccf9a9ac73d4f93dda5b4c3496f30c74fab4aa88c548db5ac4d7348a3c0a4a0\",\"course_id\":\"CHEM 728\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CHEM 728\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"99bcb685-737a-3814-9202-0353114a149b\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.85 GPA, 90.0% A/AB (n=10 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"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},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"a5bfe446c32c4de262b1a55e4da04dfd5438546ee09382e221c0f54a1da15550","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"a5bfe446c32c4de262b1a55e4da04dfd5438546ee09382e221c0f54a1da15550","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"analog electronics chemical instrumentation\",\"digital electronics chemical instrumentation\",\"computer interfaces chemical instrumentation\",\"CHEM 728 electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics\"}],\"text\":\"Apply principles of analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics and computer interfaces\"}],\"text\":\"Apply principles of computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"controlling and monitoring components of importance to chemical instrumentation\"}],\"text\":\"Control and monitor chemical instrumentation components\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"title\",\"quote\":\"ELECTRONICS FOR CHEMICAL INSTRUMENTATION\"},{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"Learn and apply the principles of analog and digital electronics and computer interfaces for controlling and monitoring components of importance to chemical instrumentation.\"}],\"text\":\"CHEM 728 teaches analog and digital electronics and computer interfaces for controlling chemical instrumentation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"principles of analog and digital electronics\"}],\"text\":\"Analog and digital electronics\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"computer interfaces\"}],\"text\":\"Computer interfaces\"},{\"evidence\":[{\"course_id\":\"CHEM 728\",\"field\":\"description\",\"quote\":\"chemical instrumentation\"}],\"text\":\"Chemical instrumentation\"}]}","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_8c46b013eb7b345f54eaf43f","course_id":"CHEM 728","catalog_version_id":"df9f0e685fd010c22b5a950a52f7edc7899f4e92d250f3b593bab8431b928786","record_version_id":"e38ba6cb6e96c8b67e22c9bf742930c74dfa3c7fbebf6a9238f1549c44757064","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"a5bfe446c32c4de262b1a55e4da04dfd5438546ee09382e221c0f54a1da15550","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}]