[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8f33fe131a221f664639ee37232bcb5618d8d725234fac981984bc2168332845","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"339270a434fa4c79a007f57505ed32025c1d7871f6c38714428aa5be17076e28","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":602,\"minimum_grade\":null,\"subjects\":[\"LIS\"],\"timing\":\"prior\"},\"evidence\":\"L I S 602\",\"id\":\"n1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n1\",\"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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8f33fe131a221f664639ee37232bcb5618d8d725234fac981984bc2168332845","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"339270a434fa4c79a007f57505ed32025c1d7871f6c38714428aa5be17076e28","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"requirements_text\",\"quote\":\"L I S 602\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"LIS 602\"}],\"search_phrases\":[\"metadata standards\",\"XML metadata\",\"Dublin Core\",\"MODS\",\"VRA\",\"resource description and retrieval\",\"cultural heritage metadata\",\"information behavior\",\"interoperability\",\"vocabulary control\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Learn to implement and evaluate standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Implementing and evaluating metadata standards like Dublin Core, MODS, and VRA\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Addressing issues of information behavior, interoperability, quality control, vocabulary control, and project management\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"title\",\"quote\":\"METADATA STANDARDS AND XML\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"},{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"An overview of the design and use of metadata for resource description and retrieval in digital environments. Learn to implement and evaluate standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Overview of metadata design and use for resource description and retrieval in digital environments, focusing on implementing and evaluating standards like Dublin Core, MODS, and VRA.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"An overview of the design and use of metadata for resource description and retrieval in digital environments.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Metadata design and use for resource description and retrieval in digital environments\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Standard metadata schemes including Dublin Core, MODS, and VRA in cultural heritage and commercial contexts\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Information behavior, interoperability, quality control, vocabulary control, and project management\"}]}","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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8f33fe131a221f664639ee37232bcb5618d8d725234fac981984bc2168332845","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"339270a434fa4c79a007f57505ed32025c1d7871f6c38714428aa5be17076e28","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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8f33fe131a221f664639ee37232bcb5618d8d725234fac981984bc2168332845","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"339270a434fa4c79a007f57505ed32025c1d7871f6c38714428aa5be17076e28","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"96f8d351ad16836f2b4caf3d48bed39e7564dedafa8bd5d68d8564d78a010206\",\"course_id\":\"LIS 632\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"LIS 632\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"1d34f699-a12d-3c82-bef5-6daa73419fe8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"LIS 632\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"1d34f699-a12d-3c82-bef5-6daa73419fe8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"LIS 632\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"1d34f699-a12d-3c82-bef5-6daa73419fe8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.91 GPA, 95.7% A/AB (n=23 letter grades); Fall 2024: 3.81 GPA, 88.9% A/AB (n=27 letter grades); Fall 2025: 4.00 GPA, 100.0% 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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8a6dcf0e5a0cb38081cf1a26872f7c2d1f27d30ecc938184c83e01e4dc5e77b4","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":602,\"minimum_grade\":null,\"subjects\":[\"LIS\"],\"timing\":\"prior\"},\"evidence\":\"L I S 602\",\"id\":\"n0\",\"kind\":\"course\"}],\"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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8a6dcf0e5a0cb38081cf1a26872f7c2d1f27d30ecc938184c83e01e4dc5e77b4","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 602\",\"field\":\"description\",\"quote\":\"Introduces basic concepts and principles of information organization and online searching.\"},{\"course_id\":\"LIS 602\",\"field\":\"description\",\"quote\":\"Learn how to develop information organizing systems and to evaluate and improve search systems.\"}],\"text\":\"Basic concepts of information organization and online searching\"}],\"search_phrases\":[\"metadata standards\",\"Dublin Core\",\"MODS\",\"VRA\",\"XML\",\"resource description\",\"information retrieval\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Learn to implement and evaluate standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\"}],\"text\":\"Implement and evaluate metadata standards\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\"}],\"text\":\"Address interoperability, quality control, and vocabulary control\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"title\",\"quote\":\"METADATA STANDARDS AND XML\"},{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"An overview of the design and use of metadata for resource description and retrieval in digital environments.\"}],\"text\":\"Covers design and use of metadata standards like Dublin Core and MODS for digital resource description and retrieval.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\"}],\"text\":\"Metadata schemes (Dublin Core, MODS, VRA)\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\"}],\"text\":\"Interoperability and quality control\"}]}","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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8a6dcf0e5a0cb38081cf1a26872f7c2d1f27d30ecc938184c83e01e4dc5e77b4","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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"00531eecab366cb0092fd1616b35c87857928c44b081ff47dbfae36a8ffcdb30","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":602,\"minimum_grade\":null,\"subjects\":[\"LIS\"],\"timing\":\"prior\"},\"evidence\":\"L I S 602\",\"id\":\"n0\",\"kind\":\"course\"}],\"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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"00531eecab366cb0092fd1616b35c87857928c44b081ff47dbfae36a8ffcdb30","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 602\",\"field\":\"description\",\"quote\":\"Introduces basic concepts and principles of information organization and online searching.\"},{\"course_id\":\"LIS 602\",\"field\":\"description\",\"quote\":\"Learn how to develop information organizing systems and to evaluate and improve search systems.\"}],\"text\":\"Basic concepts of information organization and online searching\"}],\"search_phrases\":[\"metadata standards\",\"Dublin Core\",\"MODS\",\"VRA\",\"XML\",\"resource description\",\"information retrieval\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Learn to implement and evaluate standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\"}],\"text\":\"Implement and evaluate metadata standards\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\"}],\"text\":\"Address interoperability, quality control, and vocabulary control\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"title\",\"quote\":\"METADATA STANDARDS AND XML\"},{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"An overview of the design and use of metadata for resource description and retrieval in digital environments.\"}],\"text\":\"Covers design and use of metadata standards like Dublin Core and MODS for digital resource description and retrieval.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\"}],\"text\":\"Metadata schemes (Dublin Core, MODS, VRA)\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\"}],\"text\":\"Interoperability and quality control\"}]}","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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"00531eecab366cb0092fd1616b35c87857928c44b081ff47dbfae36a8ffcdb30","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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8f33fe131a221f664639ee37232bcb5618d8d725234fac981984bc2168332845","job_id":"enrich-6556a505c10f448d98d02466","output_id":"48dd807c74058df6d74b27afa9fd89a0ab2807c7e44b377a81e192ebf54fccac","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":602,\"minimum_grade\":null,\"subjects\":[\"LIS\"],\"timing\":\"prior\"},\"evidence\":\"L I S 602\",\"id\":\"n1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n1\",\"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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8f33fe131a221f664639ee37232bcb5618d8d725234fac981984bc2168332845","job_id":"enrich-6556a505c10f448d98d02466","output_id":"48dd807c74058df6d74b27afa9fd89a0ab2807c7e44b377a81e192ebf54fccac","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"requirements_text\",\"quote\":\"L I S 602\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"LIS 602\"}],\"search_phrases\":[\"metadata standards\",\"XML metadata\",\"Dublin Core\",\"MODS\",\"VRA\",\"resource description and retrieval\",\"cultural heritage metadata\",\"information behavior\",\"interoperability\",\"vocabulary control\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Learn to implement and evaluate standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Implementing and evaluating metadata standards like Dublin Core, MODS, and VRA\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Addressing issues of information behavior, interoperability, quality control, vocabulary control, and project management\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"title\",\"quote\":\"METADATA STANDARDS AND XML\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"},{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"An overview of the design and use of metadata for resource description and retrieval in digital environments. Learn to implement and evaluate standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Overview of metadata design and use for resource description and retrieval in digital environments, focusing on implementing and evaluating standards like Dublin Core, MODS, and VRA.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"An overview of the design and use of metadata for resource description and retrieval in digital environments.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Metadata design and use for resource description and retrieval in digital environments\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Standard metadata schemes including Dublin Core, MODS, and VRA in cultural heritage and commercial contexts\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\",\"source_url\":\"https://guide.wisc.edu/courses/l_i_s/\"}],\"text\":\"Information behavior, interoperability, quality control, vocabulary control, and project management\"}]}","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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8f33fe131a221f664639ee37232bcb5618d8d725234fac981984bc2168332845","job_id":"enrich-6556a505c10f448d98d02466","output_id":"48dd807c74058df6d74b27afa9fd89a0ab2807c7e44b377a81e192ebf54fccac","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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"66a94ba803946ba6c3decbdfac4e4538d11bfb793fd31e8221c093c47e02077a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":602,\"minimum_grade\":null,\"subjects\":[\"LIS\"],\"timing\":\"prior\"},\"evidence\":\"L I S 602\",\"id\":\"n0\",\"kind\":\"course\"}],\"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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"66a94ba803946ba6c3decbdfac4e4538d11bfb793fd31e8221c093c47e02077a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"LIS 602\",\"field\":\"description\",\"quote\":\"Introduces basic concepts and principles of information organization and online searching.\"},{\"course_id\":\"LIS 602\",\"field\":\"description\",\"quote\":\"Learn how to develop information organizing systems and to evaluate and improve search systems.\"}],\"text\":\"Basic concepts of information organization and online searching\"}],\"search_phrases\":[\"metadata standards\",\"Dublin Core\",\"MODS\",\"VRA\",\"XML\",\"resource description\",\"information retrieval\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Learn to implement and evaluate standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\"}],\"text\":\"Implement and evaluate metadata standards\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\"}],\"text\":\"Address interoperability, quality control, and vocabulary control\"}],\"summary\":{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"title\",\"quote\":\"METADATA STANDARDS AND XML\"},{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"An overview of the design and use of metadata for resource description and retrieval in digital environments.\"}],\"text\":\"Covers design and use of metadata standards like Dublin Core and MODS for digital resource description and retrieval.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"standard schemes used in cultural heritage, commercial and other contexts including Dublin Core, MODS, VRA and others.\"}],\"text\":\"Metadata schemes (Dublin Core, MODS, VRA)\"},{\"evidence\":[{\"course_id\":\"LIS 632\",\"field\":\"description\",\"quote\":\"Issues of information behavior, interoperability, quality control, vocabulary control and project management are covered.\"}],\"text\":\"Interoperability and quality control\"}]}","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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"66a94ba803946ba6c3decbdfac4e4538d11bfb793fd31e8221c093c47e02077a","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_b5d0e7ad073478008183fa9a","course_id":"LIS 632","catalog_version_id":"211768d549e6971abc4999f856bee2349f6ee5da052014a158b1cb7965de1d61","record_version_id":"8337034f818881d80ba14a2b269201982903474f0214f1fc79119ca20312cfc5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"66a94ba803946ba6c3decbdfac4e4538d11bfb793fd31e8221c093c47e02077a","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"c19fa5036f71038c6dcc810300520a177f6d2ed97adb6b57d71f866a498a6ab4\",\"course_id\":\"LIS 632\",\"current_instructors\":[{\"instructor_uid\":\"instructor_eb6c85e759be0b630bccb1cb\",\"message\":\"No course-specific reviews available\",\"name\":\"Megan Adams\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2624829\",\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"LIS 632\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1d34f699-a12d-3c82-bef5-6daa73419fe8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"LIS 632\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1d34f699-a12d-3c82-bef5-6daa73419fe8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"LIS 632\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1d34f699-a12d-3c82-bef5-6daa73419fe8\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.91 GPA, 95.7% A/AB (n=23 letter grades); Fall 2024: 3.81 GPA, 88.9% A/AB (n=27 letter grades); Fall 2025: 4.00 GPA, 100.0% 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}]