[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8ecccebccb9fc04aabef8257ae54fc9c432adbf9cf3e068b341773e7c592c0f9","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 350,351, orCBE 440, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":350,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 350\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":351,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"351\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":440,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 440\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n4\",\"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_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8ecccebccb9fc04aabef8257ae54fc9c432adbf9cf3e068b341773e7c592c0f9","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 350\",\"field\":\"description\",\"quote\":\"The basic structures and resulting properties of solid materials, including phase equilibria, meta-stability, mechanical properties, failure, corrosion, and materials selection.\"},{\"course_id\":\"MS&E 351\",\"field\":\"description\",\"quote\":\"Introduction to: atomic, electronic, and defect structures in materials; diffusional, mechanical and electrical properties of materials; and the role of structure and defects in diffusional, mechanical, and electrical properties.\"},{\"course_id\":\"CBE 440\",\"field\":\"description\",\"quote\":\"Structure and properties of metallic and nonmetallic materials of construction; interrelations between chemical bonding, structure, and behavior of materials.\"}],\"text\":\"Foundational materials science covering structure, properties, and bonding of solids.\"}],\"search_phrases\":[\"materials microprocessing\",\"materials engineering practice\",\"microscopic level processing\",\"MS&E 333 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"Integration of materials science theory and materials engineering practice as applied to the processing of materials at the microscopic level.\"}],\"text\":\"Integration of materials science theory and engineering practice for microscopic processing.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"title\",\"quote\":\"MICROPROCESSING OF MATERIALS\"},{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"Integration of materials science theory and materials engineering practice as applied to the processing of materials at the microscopic level.\"}],\"text\":\"MS&E 333 teaches the integration of materials science theory and engineering practice for processing materials at the microscopic level.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"processing of materials at the microscopic level\"}],\"text\":\"Microscopic materials processing\"},{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"materials science theory and materials engineering practice\"}],\"text\":\"Materials science theory and engineering practice\"}]}","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_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"8ecccebccb9fc04aabef8257ae54fc9c432adbf9cf3e068b341773e7c592c0f9","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_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"02fd4052ac0214698b3c8d6a0576c51646d9f88f5e930983bebc1ca43babf68a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 350,351, orCBE 440, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":350,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 350\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":351,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"351\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":440,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 440\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n4\",\"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_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"02fd4052ac0214698b3c8d6a0576c51646d9f88f5e930983bebc1ca43babf68a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 350\",\"field\":\"description\",\"quote\":\"The basic structures and resulting properties of solid materials, including phase equilibria, meta-stability, mechanical properties, failure, corrosion, and materials selection.\"},{\"course_id\":\"MS&E 351\",\"field\":\"description\",\"quote\":\"Introduction to: atomic, electronic, and defect structures in materials; diffusional, mechanical and electrical properties of materials; and the role of structure and defects in diffusional, mechanical, and electrical properties.\"},{\"course_id\":\"CBE 440\",\"field\":\"description\",\"quote\":\"Structure and properties of metallic and nonmetallic materials of construction; interrelations between chemical bonding, structure, and behavior of materials.\"}],\"text\":\"Foundational materials science covering structure, properties, and bonding of solids.\"}],\"search_phrases\":[\"materials microprocessing\",\"materials engineering practice\",\"microscopic level processing\",\"MS&E 333 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"Integration of materials science theory and materials engineering practice as applied to the processing of materials at the microscopic level.\"}],\"text\":\"Integration of materials science theory and engineering practice for microscopic processing.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"title\",\"quote\":\"MICROPROCESSING OF MATERIALS\"},{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"Integration of materials science theory and materials engineering practice as applied to the processing of materials at the microscopic level.\"}],\"text\":\"MS&E 333 teaches the integration of materials science theory and engineering practice for processing materials at the microscopic level.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"processing of materials at the microscopic level\"}],\"text\":\"Microscopic materials processing\"},{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"materials science theory and materials engineering practice\"}],\"text\":\"Materials science theory and engineering practice\"}]}","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_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"02fd4052ac0214698b3c8d6a0576c51646d9f88f5e930983bebc1ca43babf68a","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_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"471ff0a4d3bbb86da8332be7368c3ce0e7da548a53767e7a065dd4a4204065a6","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"M S & E 350,351, orCBE 440, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":350,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 350\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":351,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"351\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":440,\"minimum_grade\":null,\"subjects\":[\"CBE\"],\"timing\":\"prior\"},\"evidence\":\"CBE 440\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n4\",\"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_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"471ff0a4d3bbb86da8332be7368c3ce0e7da548a53767e7a065dd4a4204065a6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 350\",\"field\":\"description\",\"quote\":\"The basic structures and resulting properties of solid materials, including phase equilibria, meta-stability, mechanical properties, failure, corrosion, and materials selection.\"},{\"course_id\":\"MS&E 351\",\"field\":\"description\",\"quote\":\"Introduction to: atomic, electronic, and defect structures in materials; diffusional, mechanical and electrical properties of materials; and the role of structure and defects in diffusional, mechanical, and electrical properties.\"},{\"course_id\":\"CBE 440\",\"field\":\"description\",\"quote\":\"Structure and properties of metallic and nonmetallic materials of construction; interrelations between chemical bonding, structure, and behavior of materials.\"}],\"text\":\"Foundational materials science covering structure, properties, and bonding of solids.\"}],\"search_phrases\":[\"materials microprocessing\",\"materials engineering practice\",\"microscopic level processing\",\"MS&E 333 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"Integration of materials science theory and materials engineering practice as applied to the processing of materials at the microscopic level.\"}],\"text\":\"Integration of materials science theory and engineering practice for microscopic processing.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"title\",\"quote\":\"MICROPROCESSING OF MATERIALS\"},{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"Integration of materials science theory and materials engineering practice as applied to the processing of materials at the microscopic level.\"}],\"text\":\"MS&E 333 teaches the integration of materials science theory and engineering practice for processing materials at the microscopic level.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"processing of materials at the microscopic level\"}],\"text\":\"Microscopic materials processing\"},{\"evidence\":[{\"course_id\":\"MS&E 333\",\"field\":\"description\",\"quote\":\"materials science theory and materials engineering practice\"}],\"text\":\"Materials science theory and engineering practice\"}]}","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_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"471ff0a4d3bbb86da8332be7368c3ce0e7da548a53767e7a065dd4a4204065a6","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_16ec62e27a725e15f6c766b5","course_id":"MS&E 333","catalog_version_id":"e58866f4b3972c306261950d7ba668f3ae073e28742d7ed9c688b3d38b1d1ee4","record_version_id":"06497211b10ace5a2498ab996fe05446877db0fddc56c667c445ae30078af66f","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"471ff0a4d3bbb86da8332be7368c3ce0e7da548a53767e7a065dd4a4204065a6","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4757b18f330381f9abe0d5ea5f65ccc022aa65569475f007e3ee018b79a50281\",\"course_id\":\"MS&E 333\",\"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 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dadf965e-203e-3da7-b51f-b042895cdbc3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MS&E 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dadf965e-203e-3da7-b51f-b042895cdbc3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MS&E 333\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"dadf965e-203e-3da7-b51f-b042895cdbc3\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.06 GPA, 41.7% A/AB (n=24 letter grades); Spring 2025: 3.18 GPA, 42.9% A/AB (n=28 letter grades); Spring 2026: 3.25 GPA, 50.0% A/AB (n=16 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}]