[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"dd0acfbc43c332a408b93f393a54fe2e7281a6aca454f2f66aedde70dbc56745","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 352or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 352\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"dd0acfbc43c332a408b93f393a54fe2e7281a6aca454f2f66aedde70dbc56745","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 352\",\"field\":\"description\",\"quote\":\"The basic factors that determine phase equilibria, structural and transformation characteristics of solids.\"},{\"course_id\":\"MS&E 352\",\"field\":\"description\",\"quote\":\"Principles governing the thermodynamics and kinetics of phase transformations and microstructure evolution.\"}],\"text\":\"Foundational materials science including phase equilibria, thermodynamics, kinetics, and microstructure evolution.\"}],\"search_phrases\":[\"MS&E 441 deformation solids\",\"MS&E 441 dislocation theory\",\"MS&E 441 fracture fatigue\",\"materials science deformation course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Elastic and plastic deformation of real solids.\"},{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Dislocation theory with applications to metals and alloys.\"},{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Fracture, fatigue, brittle failure and methods for measuring the mechanical properties of materials.\"}],\"text\":\"Analysis of elastic/plastic deformation, dislocation theory, and fracture/fatigue mechanisms in materials.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"title\",\"quote\":\"DEFORMATION OF SOLIDS\"},{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Elastic and plastic deformation of real solids. Dislocation theory with applications to metals and alloys. Fracture, fatigue, brittle failure and methods for measuring the mechanical properties of materials.\"}],\"text\":\"MS&E 441 covers the deformation of solids, focusing on dislocation theory, fracture, fatigue, and mechanical property measurement.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Elastic and plastic deformation of real solids.\"}],\"text\":\"Elastic and plastic deformation\"},{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Dislocation theory with applications to metals and alloys.\"}],\"text\":\"Dislocation theory\"},{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Fracture, fatigue, brittle failure\"}],\"text\":\"Fracture and fatigue\"},{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"methods for measuring the mechanical properties of materials\"}],\"text\":\"Mechanical property measurement\"}]}","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_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"dd0acfbc43c332a408b93f393a54fe2e7281a6aca454f2f66aedde70dbc56745","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_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"a77a1e22ce3d3ae21313c8fa056fd499fdfdab23cc820c3f5514d18a4e70a081","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 352or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 352\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"a77a1e22ce3d3ae21313c8fa056fd499fdfdab23cc820c3f5514d18a4e70a081","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 352\",\"field\":\"description\",\"quote\":\"The basic factors that determine phase equilibria, structural and transformation characteristics of solids.\"},{\"course_id\":\"MS&E 352\",\"field\":\"description\",\"quote\":\"Principles governing the thermodynamics and kinetics of phase transformations and microstructure evolution.\"}],\"text\":\"Foundational materials science including phase equilibria, thermodynamics, kinetics, and microstructure evolution.\"}],\"search_phrases\":[\"MS&E 441 deformation solids\",\"MS&E 441 dislocation theory\",\"MS&E 441 fracture fatigue\",\"materials science deformation course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Elastic and plastic deformation of real solids.\"},{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Dislocation theory with applications to metals and alloys.\"},{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Fracture, fatigue, brittle failure and methods for measuring the mechanical properties of materials.\"}],\"text\":\"Analysis of elastic/plastic deformation, dislocation theory, and fracture/fatigue mechanisms in materials.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"title\",\"quote\":\"DEFORMATION OF SOLIDS\"},{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Elastic and plastic deformation of real solids. Dislocation theory with applications to metals and alloys. Fracture, fatigue, brittle failure and methods for measuring the mechanical properties of materials.\"}],\"text\":\"MS&E 441 covers the deformation of solids, focusing on dislocation theory, fracture, fatigue, and mechanical property measurement.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Elastic and plastic deformation of real solids.\"}],\"text\":\"Elastic and plastic deformation\"},{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Dislocation theory with applications to metals and alloys.\"}],\"text\":\"Dislocation theory\"},{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Fracture, fatigue, brittle failure\"}],\"text\":\"Fracture and fatigue\"},{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"methods for measuring the mechanical properties of materials\"}],\"text\":\"Mechanical property measurement\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"a77a1e22ce3d3ae21313c8fa056fd499fdfdab23cc820c3f5514d18a4e70a081","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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"267520022db0fb6cfe5b57333ff4a31844fa90ab10b0fe2ac5b985f4d9e2f5e0","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 352or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":352,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 352\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"267520022db0fb6cfe5b57333ff4a31844fa90ab10b0fe2ac5b985f4d9e2f5e0","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 352\",\"field\":\"description\",\"quote\":\"The basic factors that determine phase equilibria, structural and transformation characteristics of solids.\"},{\"course_id\":\"MS&E 352\",\"field\":\"description\",\"quote\":\"Principles governing the thermodynamics and kinetics of phase transformations and microstructure evolution.\"}],\"text\":\"Foundational materials science including phase equilibria, thermodynamics, kinetics, and microstructure evolution.\"}],\"search_phrases\":[\"MS&E 441 deformation solids\",\"MS&E 441 dislocation theory\",\"MS&E 441 fracture fatigue\",\"materials science deformation course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Elastic and plastic deformation of real solids.\"},{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Dislocation theory with applications to metals and alloys.\"},{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Fracture, fatigue, brittle failure and methods for measuring the mechanical properties of materials.\"}],\"text\":\"Analysis of elastic/plastic deformation, dislocation theory, and fracture/fatigue mechanisms in materials.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"title\",\"quote\":\"DEFORMATION OF SOLIDS\"},{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Elastic and plastic deformation of real solids. Dislocation theory with applications to metals and alloys. Fracture, fatigue, brittle failure and methods for measuring the mechanical properties of materials.\"}],\"text\":\"MS&E 441 covers the deformation of solids, focusing on dislocation theory, fracture, fatigue, and mechanical property measurement.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Elastic and plastic deformation of real solids.\"}],\"text\":\"Elastic and plastic deformation\"},{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Dislocation theory with applications to metals and alloys.\"}],\"text\":\"Dislocation theory\"},{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"Fracture, fatigue, brittle failure\"}],\"text\":\"Fracture and fatigue\"},{\"evidence\":[{\"course_id\":\"MS&E 441\",\"field\":\"description\",\"quote\":\"methods for measuring the mechanical properties of materials\"}],\"text\":\"Mechanical property measurement\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"267520022db0fb6cfe5b57333ff4a31844fa90ab10b0fe2ac5b985f4d9e2f5e0","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":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_cc4bb9089bdec7e02554ac8b","course_id":"MS&E 441","catalog_version_id":"eaa5d655615c7c187894edf28d579ebe9d881ed891f86f602e8aa00385b9c9e8","record_version_id":"ae1a0139f507764dcbf675b4c02ae98143e59e37f99c286f9d53dc9e4448e8af","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"267520022db0fb6cfe5b57333ff4a31844fa90ab10b0fe2ac5b985f4d9e2f5e0","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a1c748ad61b513ad27a5c99342aaca1ebc6b9041c95854c86079cf432cad4397\",\"course_id\":\"MS&E 441\",\"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 441\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"bd4d26c8-af73-3556-95c9-4c6cc0206434\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MS&E 441\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"bd4d26c8-af73-3556-95c9-4c6cc0206434\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MS&E 441\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"bd4d26c8-af73-3556-95c9-4c6cc0206434\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.70 GPA, 88.6% A/AB (n=35 letter grades); Spring 2025: 3.12 GPA, 55.0% A/AB (n=20 letter grades); Spring 2026: 3.03 GPA, 32.4% A/AB (n=34 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":true}]