[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"0b0a5ee5038c2bbcdd039bd1eef77e9de5c3364dc6232685e0810ae197969d93","record_version_id":"dbcab3370d027a3eb09afd435c641801724bd16cf6bcb653a3314aa05fda9800","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2defc3e6b7ecf0eab142660993df9c7cfd006e8ff3f0e6dba21255e5a54fc6e2","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req-course-451\",\"req-standing\",\"req-guest\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 451, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root-any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":451,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 451\",\"id\":\"req-course-451\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req-standing\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req-guest\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root-any\",\"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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"0b0a5ee5038c2bbcdd039bd1eef77e9de5c3364dc6232685e0810ae197969d93","record_version_id":"dbcab3370d027a3eb09afd435c641801724bd16cf6bcb653a3314aa05fda9800","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2defc3e6b7ecf0eab142660993df9c7cfd006e8ff3f0e6dba21255e5a54fc6e2","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Course is designed for first year graduate students with interests in materials research.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Designed for first year graduate students with interests in materials research\"}],\"search_phrases\":[\"atomic-scale structure of materials\",\"crystal symmetry and anisotropy\",\"crystal defects advanced level\",\"materials science qualifying exam preparation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Describe the atomic-scale structure of materials using multiple methods including one or more not typically required for B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Describing atomic-scale structure of materials using advanced methods\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Articulate the role of crystal symmetry in expression and anisotropy of properties at a level not typically required for a B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Articulating the role of crystal symmetry in property anisotropy\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the characteristics of crystal defects at a more advanced level than typically required for a B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Describing characteristics of crystal defects at an advanced level\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"title\",\"quote\":\"STRUCTURE OF MATERIALS\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"},{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials. Course is designed for first year graduate students with interests in materials research.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Graduate course on atomic, nanoscale, and microscale structure of materials, covering crystal symmetry, defects, and advanced analysis methods for first-year graduate students.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Atomic, nanoscale, and microscale structure of materials\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Articulate the role of crystal symmetry in expression and anisotropy of properties at a level not typically required for a B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Crystal symmetry and anisotropy of properties\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the characteristics of crystal defects at a more advanced level than typically required for a B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Characteristics of crystal defects\"}]}","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"0b0a5ee5038c2bbcdd039bd1eef77e9de5c3364dc6232685e0810ae197969d93","record_version_id":"dbcab3370d027a3eb09afd435c641801724bd16cf6bcb653a3314aa05fda9800","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2defc3e6b7ecf0eab142660993df9c7cfd006e8ff3f0e6dba21255e5a54fc6e2","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"0b0a5ee5038c2bbcdd039bd1eef77e9de5c3364dc6232685e0810ae197969d93","record_version_id":"dbcab3370d027a3eb09afd435c641801724bd16cf6bcb653a3314aa05fda9800","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"2defc3e6b7ecf0eab142660993df9c7cfd006e8ff3f0e6dba21255e5a54fc6e2","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"98b7c638221ea779d016e64ca47d95afae58ee482fb7b6038233e08cbbdc1a13\",\"course_id\":\"MS&E 551\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MS&E 551\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"7c277520-f2d9-3035-9184-8adab9dfda09\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MS&E 551\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"7c277520-f2d9-3035-9184-8adab9dfda09\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MS&E 551\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"7c277520-f2d9-3035-9184-8adab9dfda09\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.59 GPA, 68.2% A/AB (n=22 letter grades); Spring 2025: 3.58 GPA, 71.9% A/AB (n=32 letter grades); Spring 2026: 3.50 GPA, 64.3% A/AB (n=14 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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"567c8ec8eca4db2e780bba3d6a90fd1de6dcfd3320fc5a8d584a34099ac71bbf","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 451, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":451,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 451\",\"id\":\"n0\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional 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\":\"n3\",\"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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"567c8ec8eca4db2e780bba3d6a90fd1de6dcfd3320fc5a8d584a34099ac71bbf","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"analyze how atoms and ions combine to form 3D crystals and glasses\"},{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"examine phase equilibria to understand the driving forces for the formation of particular ceramic phases\"},{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"introduce and discuss the nature of defects in ceramics\"},{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"discuss the migration of matter and of charge in ceramics\"}],\"text\":\"Foundational knowledge of atomic structure, phase equilibria, defects, and charge/matter migration in ceramics from MS&E 451.\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"},{\"course_id\":\"MS&E 352\",\"field\":\"description\",\"quote\":\"Principles governing the thermodynamics and kinetics of phase transformations and microstructure evolution.\"}],\"text\":\"Background in materials thermodynamics and kinetics from MS&E 330 and MS&E 352.\"}],\"search_phrases\":[\"materials structure graduate\",\"atomic nanoscale microscale materials\",\"MS&E 551 structure\",\"materials research first year graduate\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Covers the atomic, nanoscale, and microscale structure of materials.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Atomic structure\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Nanoscale structure\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Microscale structure\"}]}","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"567c8ec8eca4db2e780bba3d6a90fd1de6dcfd3320fc5a8d584a34099ac71bbf","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d75281c894cdc402a2e61027bf5b2281e4838523d4dae9dd965921a09bde4ada","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 451, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":451,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 451\",\"id\":\"n0\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional 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\":\"n3\",\"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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d75281c894cdc402a2e61027bf5b2281e4838523d4dae9dd965921a09bde4ada","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"analyze how atoms and ions combine to form 3D crystals and glasses\"},{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"examine phase equilibria to understand the driving forces for the formation of particular ceramic phases\"},{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"introduce and discuss the nature of defects in ceramics\"},{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"discuss the migration of matter and of charge in ceramics\"}],\"text\":\"Foundational knowledge of atomic structure, phase equilibria, defects, and charge/matter migration in ceramics from MS&E 451.\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"},{\"course_id\":\"MS&E 352\",\"field\":\"description\",\"quote\":\"Principles governing the thermodynamics and kinetics of phase transformations and microstructure evolution.\"}],\"text\":\"Background in materials thermodynamics and kinetics from MS&E 330 and MS&E 352.\"}],\"search_phrases\":[\"materials structure graduate\",\"atomic nanoscale microscale materials\",\"MS&E 551 structure\",\"materials research first year graduate\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Covers the atomic, nanoscale, and microscale structure of materials.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Atomic structure\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Nanoscale structure\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Microscale structure\"}]}","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d75281c894cdc402a2e61027bf5b2281e4838523d4dae9dd965921a09bde4ada","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"0b0a5ee5038c2bbcdd039bd1eef77e9de5c3364dc6232685e0810ae197969d93","record_version_id":"dbcab3370d027a3eb09afd435c641801724bd16cf6bcb653a3314aa05fda9800","job_id":"enrich-6556a505c10f448d98d02466","output_id":"4e80aa6e9cc7e9dde7046576ab0e3df7d3411beb178d01218f2a051211e9eb31","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req-course-451\",\"req-standing\",\"req-guest\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 451, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root-any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":451,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 451\",\"id\":\"req-course-451\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req-standing\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req-guest\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root-any\",\"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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"0b0a5ee5038c2bbcdd039bd1eef77e9de5c3364dc6232685e0810ae197969d93","record_version_id":"dbcab3370d027a3eb09afd435c641801724bd16cf6bcb653a3314aa05fda9800","job_id":"enrich-6556a505c10f448d98d02466","output_id":"4e80aa6e9cc7e9dde7046576ab0e3df7d3411beb178d01218f2a051211e9eb31","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Course is designed for first year graduate students with interests in materials research.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Designed for first year graduate students with interests in materials research\"}],\"search_phrases\":[\"atomic-scale structure of materials\",\"crystal symmetry and anisotropy\",\"crystal defects advanced level\",\"materials science qualifying exam preparation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Describe the atomic-scale structure of materials using multiple methods including one or more not typically required for B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Describing atomic-scale structure of materials using advanced methods\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Articulate the role of crystal symmetry in expression and anisotropy of properties at a level not typically required for a B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Articulating the role of crystal symmetry in property anisotropy\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the characteristics of crystal defects at a more advanced level than typically required for a B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Describing characteristics of crystal defects at an advanced level\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"title\",\"quote\":\"STRUCTURE OF MATERIALS\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"},{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials. Course is designed for first year graduate students with interests in materials research.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Graduate course on atomic, nanoscale, and microscale structure of materials, covering crystal symmetry, defects, and advanced analysis methods for first-year graduate students.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Atomic, nanoscale, and microscale structure of materials\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Articulate the role of crystal symmetry in expression and anisotropy of properties at a level not typically required for a B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Crystal symmetry and anisotropy of properties\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Describe the characteristics of crystal defects at a more advanced level than typically required for a B.S. degree in materials science and engineering\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Characteristics of crystal defects\"}]}","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"0b0a5ee5038c2bbcdd039bd1eef77e9de5c3364dc6232685e0810ae197969d93","record_version_id":"dbcab3370d027a3eb09afd435c641801724bd16cf6bcb653a3314aa05fda9800","job_id":"enrich-6556a505c10f448d98d02466","output_id":"4e80aa6e9cc7e9dde7046576ab0e3df7d3411beb178d01218f2a051211e9eb31","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"fdbb0626a74f4879a1acb7725364076d891ba7b555c77468e96d94ebfc0f74c9","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 451, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":451,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 451\",\"id\":\"n0\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional 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\":\"n3\",\"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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"fdbb0626a74f4879a1acb7725364076d891ba7b555c77468e96d94ebfc0f74c9","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"analyze how atoms and ions combine to form 3D crystals and glasses\"},{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"examine phase equilibria to understand the driving forces for the formation of particular ceramic phases\"},{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"introduce and discuss the nature of defects in ceramics\"},{\"course_id\":\"MS&E 451\",\"field\":\"description\",\"quote\":\"discuss the migration of matter and of charge in ceramics\"}],\"text\":\"Foundational knowledge of atomic structure, phase equilibria, defects, and charge/matter migration in ceramics from MS&E 451.\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"},{\"course_id\":\"MS&E 352\",\"field\":\"description\",\"quote\":\"Principles governing the thermodynamics and kinetics of phase transformations and microstructure evolution.\"}],\"text\":\"Background in materials thermodynamics and kinetics from MS&E 330 and MS&E 352.\"}],\"search_phrases\":[\"materials structure graduate\",\"atomic nanoscale microscale materials\",\"MS&E 551 structure\",\"materials research first year graduate\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Covers the atomic, nanoscale, and microscale structure of materials.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Atomic structure\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Nanoscale structure\"},{\"evidence\":[{\"course_id\":\"MS&E 551\",\"field\":\"description\",\"quote\":\"Atomic, nanoscale and microscale structure of materials.\"}],\"text\":\"Microscale structure\"}]}","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"fdbb0626a74f4879a1acb7725364076d891ba7b555c77468e96d94ebfc0f74c9","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_477e474418028107774434da","course_id":"MS&E 551","catalog_version_id":"86bba9c506f0d6ecc7540d7b196cfc9a60fe657b549581d41738b9832a251e1f","record_version_id":"8f0b46b2c0e1018b46b21a49326c23d3bb1059bd203ec2084858cc5793b35626","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"fdbb0626a74f4879a1acb7725364076d891ba7b555c77468e96d94ebfc0f74c9","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"bb78f30e570218ac88c945bcce6f9a4c2af7f73743e68dcd6f6039eac0e5f667\",\"course_id\":\"MS&E 551\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MS&E 551\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"7c277520-f2d9-3035-9184-8adab9dfda09\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MS&E 551\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"7c277520-f2d9-3035-9184-8adab9dfda09\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MS&E 551\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"7c277520-f2d9-3035-9184-8adab9dfda09\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.59 GPA, 68.2% A/AB (n=22 letter grades); Spring 2025: 3.58 GPA, 71.9% A/AB (n=32 letter grades); Spring 2026: 3.50 GPA, 64.3% A/AB (n=14 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}]