[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"db39dfbeae515f77e360f8fa64d7fe4e78312f0a7bc7c257207c8c5070f1b364","record_version_id":"02c2407af6ca01652d519f512e90039a66284405848f38e20a9426bc0b284f2c","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"93e9f5a71af135145c892d9a3a67b10367e5ecd82f6c84caa6b311bd8552de51","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":361,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 361\",\"id\":\"r1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"r1\",\"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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"db39dfbeae515f77e360f8fa64d7fe4e78312f0a7bc7c257207c8c5070f1b364","record_version_id":"02c2407af6ca01652d519f512e90039a66284405848f38e20a9426bc0b284f2c","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"93e9f5a71af135145c892d9a3a67b10367e5ecd82f6c84caa6b311bd8552de51","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Employ computers to control experiments and take measurements\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate effectively with a range of audiences using oral presentation, interdepartmental technical memos, and scientific posters\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"presentations\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate effectively with a range of audiences using oral presentation, interdepartmental technical memos, and scientific posters\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"materials synthesis lab\",\"thin film characterization\",\"mechanical properties experiments\",\"electronic properties measurement\",\"computer instrument control\",\"materials tetrahedron\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Perform experiments exploring interrelationships across the full materials tetrahedron: synthesis, structure, properties, and performance\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Designing and performing experiments across synthesis, structure, properties, and performance\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Employ computers to control experiments and take measurements\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Using computers for instrument control and data acquisition\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Work effectively in collaborative and inclusive teams to design and carry out experiments that seek optimization of materials performance for engineering applications\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Collaborative team-based experimental design for materials optimization\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate effectively with a range of audiences using oral presentation, interdepartmental technical memos, and scientific posters\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Technical communication via presentations, memos, and posters\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"title\",\"quote\":\"SYNTHESIS & CHARACTERIZATION LAB\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"},{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Synthesis & Characterization Lab covers experiments on mechanical and electronic properties of bulk and thin films, including computer instrument control and data analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Mechanical and electronic properties of matter\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Bulk and thin film materials\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Computer instrument control\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Data analysis\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Perform experiments exploring interrelationships across the full materials tetrahedron: synthesis, structure, properties, and performance\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Materials tetrahedron: synthesis, structure, properties, performance\"}]}","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"db39dfbeae515f77e360f8fa64d7fe4e78312f0a7bc7c257207c8c5070f1b364","record_version_id":"02c2407af6ca01652d519f512e90039a66284405848f38e20a9426bc0b284f2c","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"93e9f5a71af135145c892d9a3a67b10367e5ecd82f6c84caa6b311bd8552de51","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"db39dfbeae515f77e360f8fa64d7fe4e78312f0a7bc7c257207c8c5070f1b364","record_version_id":"02c2407af6ca01652d519f512e90039a66284405848f38e20a9426bc0b284f2c","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"93e9f5a71af135145c892d9a3a67b10367e5ecd82f6c84caa6b311bd8552de51","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"602137b0684c020e51a535709785fde205bcd52e4f376d327516a764e7a8423e\",\"course_id\":\"MS&E 362\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MS&E 362\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MS&E 362\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MS&E 362\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.55 GPA, 78.9% A/AB (n=19 letter grades); Fall 2024: 3.72 GPA, 100.0% A/AB (n=27 letter grades); Fall 2025: 3.77 GPA, 86.7% A/AB (n=15 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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"80dd5479bd0d0eeebbc4c1fc87146db1da69da9ece57a62dcfc11ab60f494ca7","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":361,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 361\",\"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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"80dd5479bd0d0eeebbc4c1fc87146db1da69da9ece57a62dcfc11ab60f494ca7","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 361\",\"field\":\"description\",\"quote\":\"Experimental principles of materials science. Thermal, kinetic, structural, and materials synthesis experiments and associated concepts, data analysis, and presentation.\"},{\"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\":\"MS&E 360\",\"field\":\"description\",\"quote\":\"Laboratory instruction in sample preparation for and applications of quantitative microscopy, x-ray diffraction, and properties measurement in the context of structure-property relationships in materials.\"}],\"text\":\"Foundational materials science principles including structure-property relationships, thermodynamics, kinetics, and experimental characterization techniques.\"}],\"search_phrases\":[\"materials science laboratory\",\"synthesis characterization lab\",\"MS&E 362 prerequisites\",\"materials properties measurement\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\"}],\"text\":\"Conducting experiments on mechanical and electronic properties of matter.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"computer instrument control\"}],\"text\":\"Computer instrument control.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"data analysis\"}],\"text\":\"Data analysis.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"title\",\"quote\":\"SYNTHESIS & CHARACTERIZATION LAB\"},{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\"}],\"text\":\"MS&E 362 is a laboratory course focusing on the synthesis and characterization of materials, including experiments on mechanical and electronic properties, computer instrument control, and data analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"mechanical and electronic properties of matter in bulk and thin films\"}],\"text\":\"Mechanical and electronic properties of matter.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"thin films\"}],\"text\":\"Thin films.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"computer instrument control\"}],\"text\":\"Computer instrument control.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"data analysis\"}],\"text\":\"Data analysis.\"}]}","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"80dd5479bd0d0eeebbc4c1fc87146db1da69da9ece57a62dcfc11ab60f494ca7","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"65fbd0a475617e45eea288ab2b5f1b1ba86f214ca5563997f34447fc52871f55","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":361,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 361\",\"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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"65fbd0a475617e45eea288ab2b5f1b1ba86f214ca5563997f34447fc52871f55","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 361\",\"field\":\"description\",\"quote\":\"Experimental principles of materials science. Thermal, kinetic, structural, and materials synthesis experiments and associated concepts, data analysis, and presentation.\"},{\"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\":\"MS&E 360\",\"field\":\"description\",\"quote\":\"Laboratory instruction in sample preparation for and applications of quantitative microscopy, x-ray diffraction, and properties measurement in the context of structure-property relationships in materials.\"}],\"text\":\"Foundational materials science principles including structure-property relationships, thermodynamics, kinetics, and experimental characterization techniques.\"}],\"search_phrases\":[\"materials science laboratory\",\"synthesis characterization lab\",\"MS&E 362 prerequisites\",\"materials properties measurement\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\"}],\"text\":\"Conducting experiments on mechanical and electronic properties of matter.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"computer instrument control\"}],\"text\":\"Computer instrument control.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"data analysis\"}],\"text\":\"Data analysis.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"title\",\"quote\":\"SYNTHESIS & CHARACTERIZATION LAB\"},{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\"}],\"text\":\"MS&E 362 is a laboratory course focusing on the synthesis and characterization of materials, including experiments on mechanical and electronic properties, computer instrument control, and data analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"mechanical and electronic properties of matter in bulk and thin films\"}],\"text\":\"Mechanical and electronic properties of matter.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"thin films\"}],\"text\":\"Thin films.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"computer instrument control\"}],\"text\":\"Computer instrument control.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"data analysis\"}],\"text\":\"Data analysis.\"}]}","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"65fbd0a475617e45eea288ab2b5f1b1ba86f214ca5563997f34447fc52871f55","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"db39dfbeae515f77e360f8fa64d7fe4e78312f0a7bc7c257207c8c5070f1b364","record_version_id":"02c2407af6ca01652d519f512e90039a66284405848f38e20a9426bc0b284f2c","job_id":"enrich-6556a505c10f448d98d02466","output_id":"8cc197e06ac827fe328ff62bbafb1c3ebe033bcc07f18d462754e8d0f4cbe4ef","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":361,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 361\",\"id\":\"r1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"r1\",\"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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"db39dfbeae515f77e360f8fa64d7fe4e78312f0a7bc7c257207c8c5070f1b364","record_version_id":"02c2407af6ca01652d519f512e90039a66284405848f38e20a9426bc0b284f2c","job_id":"enrich-6556a505c10f448d98d02466","output_id":"8cc197e06ac827fe328ff62bbafb1c3ebe033bcc07f18d462754e8d0f4cbe4ef","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Employ computers to control experiments and take measurements\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate effectively with a range of audiences using oral presentation, interdepartmental technical memos, and scientific posters\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"presentations\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate effectively with a range of audiences using oral presentation, interdepartmental technical memos, and scientific posters\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"materials synthesis lab\",\"thin film characterization\",\"mechanical properties experiments\",\"electronic properties measurement\",\"computer instrument control\",\"materials tetrahedron\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Perform experiments exploring interrelationships across the full materials tetrahedron: synthesis, structure, properties, and performance\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Designing and performing experiments across synthesis, structure, properties, and performance\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Employ computers to control experiments and take measurements\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Using computers for instrument control and data acquisition\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Work effectively in collaborative and inclusive teams to design and carry out experiments that seek optimization of materials performance for engineering applications\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Collaborative team-based experimental design for materials optimization\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Communicate effectively with a range of audiences using oral presentation, interdepartmental technical memos, and scientific posters\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Technical communication via presentations, memos, and posters\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"title\",\"quote\":\"SYNTHESIS & CHARACTERIZATION LAB\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"},{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Synthesis & Characterization Lab covers experiments on mechanical and electronic properties of bulk and thin films, including computer instrument control and data analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Mechanical and electronic properties of matter\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Bulk and thin film materials\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Computer instrument control\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Data analysis\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Perform experiments exploring interrelationships across the full materials tetrahedron: synthesis, structure, properties, and performance\",\"source_url\":\"https://guide.wisc.edu/courses/m_s_e/\"}],\"text\":\"Materials tetrahedron: synthesis, structure, properties, performance\"}]}","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"db39dfbeae515f77e360f8fa64d7fe4e78312f0a7bc7c257207c8c5070f1b364","record_version_id":"02c2407af6ca01652d519f512e90039a66284405848f38e20a9426bc0b284f2c","job_id":"enrich-6556a505c10f448d98d02466","output_id":"8cc197e06ac827fe328ff62bbafb1c3ebe033bcc07f18d462754e8d0f4cbe4ef","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2b8b52ab2914afbca79016adef38efb14c9ed9ac075c072300eb25ee70a43888","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":361,\"minimum_grade\":null,\"subjects\":[\"MS&E\"],\"timing\":\"prior\"},\"evidence\":\"M S & E 361\",\"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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2b8b52ab2914afbca79016adef38efb14c9ed9ac075c072300eb25ee70a43888","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 361\",\"field\":\"description\",\"quote\":\"Experimental principles of materials science. Thermal, kinetic, structural, and materials synthesis experiments and associated concepts, data analysis, and presentation.\"},{\"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\":\"MS&E 360\",\"field\":\"description\",\"quote\":\"Laboratory instruction in sample preparation for and applications of quantitative microscopy, x-ray diffraction, and properties measurement in the context of structure-property relationships in materials.\"}],\"text\":\"Foundational materials science principles including structure-property relationships, thermodynamics, kinetics, and experimental characterization techniques.\"}],\"search_phrases\":[\"materials science laboratory\",\"synthesis characterization lab\",\"MS&E 362 prerequisites\",\"materials properties measurement\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\"}],\"text\":\"Conducting experiments on mechanical and electronic properties of matter.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"computer instrument control\"}],\"text\":\"Computer instrument control.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"data analysis\"}],\"text\":\"Data analysis.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"title\",\"quote\":\"SYNTHESIS & CHARACTERIZATION LAB\"},{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"Experiments in the mechanical and electronic properties of matter in bulk and thin films; computer instrument control; and data analysis.\"}],\"text\":\"MS&E 362 is a laboratory course focusing on the synthesis and characterization of materials, including experiments on mechanical and electronic properties, computer instrument control, and data analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"mechanical and electronic properties of matter in bulk and thin films\"}],\"text\":\"Mechanical and electronic properties of matter.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"thin films\"}],\"text\":\"Thin films.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"computer instrument control\"}],\"text\":\"Computer instrument control.\"},{\"evidence\":[{\"course_id\":\"MS&E 362\",\"field\":\"description\",\"quote\":\"data analysis\"}],\"text\":\"Data analysis.\"}]}","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2b8b52ab2914afbca79016adef38efb14c9ed9ac075c072300eb25ee70a43888","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_efc09f1f3f2865555a5ec7a2","course_id":"MS&E 362","catalog_version_id":"d414ac189ceb601fdac8f2b5173eab79636a7edf30d3e378fd1b144f0b7b7430","record_version_id":"2b5e656559c537045a8c0982a3a60daffe2c059166c2d9a2507a5bbc0a23a8d5","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"2b8b52ab2914afbca79016adef38efb14c9ed9ac075c072300eb25ee70a43888","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"b99ef50d3ca4a4ed4bdba3ef83d9d44bf663666e0e1225c393a297ed8d4c7bea\",\"course_id\":\"MS&E 362\",\"current_instructors\":[{\"instructor_uid\":\"instructor_96e675e806b53f94395a925e\",\"message\":\"No course-specific reviews available\",\"name\":\"Jason Kawasaki\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.55 GPA, 78.9% A/AB (n=19 letter grades); Fall 2024: 3.72 GPA, 100.0% A/AB (n=27 letter grades); Fall 2025: 3.77 GPA, 86.7% A/AB (n=15 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_bde19cf125ab036c5ceaae8a\",\"message\":\"No course-specific reviews available\",\"name\":\"Rahul Rawat\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.77 GPA, 86.7% A/AB (n=15 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_f376cb989a261b5f255a57cc\",\"message\":\"No course-specific reviews available\",\"name\":\"Yikai Wang\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.55 GPA, 78.9% A/AB (n=19 letter grades); Fall 2024: 3.72 GPA, 100.0% A/AB (n=27 letter grades); Fall 2025: 3.77 GPA, 86.7% A/AB (n=15 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JASON KAWASAKI is recorded teaching in Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MS&E 362\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"source_record\":{\"entity_id\":\"1a743060-8fc5-3997-8184-781bd3dd2993\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"RAHUL RAWAT is recorded teaching in Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"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}]