[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"d82209ff6e05721fd1f8747035c6f0b8c99e2bd299a87f5dc2d43a2ab3472f59","record_version_id":"d830c2a3f4a8e83f942728b2fae94afa0363b66863600c115cf37b329bc6be82","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"e0af410190f220bc96fc806c4cb5bc6667dbde6ac5f6bdf5193012913d3298ad","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"req_1\",\"req_2\",\"req_3\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 364or concurrent enrollment, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":364,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"M E 364or concurrent enrollment\",\"id\":\"req_1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req_2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req_3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"d82209ff6e05721fd1f8747035c6f0b8c99e2bd299a87f5dc2d43a2ab3472f59","record_version_id":"d830c2a3f4a8e83f942728b2fae94afa0363b66863600c115cf37b329bc6be82","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"e0af410190f220bc96fc806c4cb5bc6667dbde6ac5f6bdf5193012913d3298ad","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Determine thermal loads in buildings and size HVAC systems to satisfy heating and cooling loads using principles of heat transfer and thermodynamics\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"HVAC system design\",\"commercial building mechanical systems\",\"thermal load calculation\",\"indoor environmental quality\",\"engineering ethics in buildings\",\"heating ventilation air conditioning\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Designing HVAC systems for commercial and large-scale buildings\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Determine thermal loads in buildings and size HVAC systems to satisfy heating and cooling loads using principles of heat transfer and thermodynamics\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Determining thermal loads and sizing HVAC systems\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Apply standards relevant to HVAC systems in commercial building applications to ensure their compliance\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Applying industry standards for HVAC compliance\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Apply foundational principles of engineering ethics including strategies to enable future engineering professionals to combat, withstand, and persevere in situations where ethical dilemmas arise\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Applying engineering ethics to building systems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"title\",\"quote\":\"HEATING, VENTILATING, AND AIR CONDITIONING SYSTEMS\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"},{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings as well as other large buildings such as laboratories, healthcare facilities, and education facilities.\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Designs HVAC systems for commercial and large buildings using heat transfer and thermodynamics principles, covering occupant comfort, safety, and engineering ethics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"design of heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings as well as other large buildings such as laboratories, healthcare facilities, and education facilities\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"HVAC system design for commercial and institutional buildings\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Critically analyze alternative technologies for providing heating, ventilating, and air conditioning for buildings\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Analysis of alternative HVAC technologies\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Principles of engineering ethics and its application to buildings and their HVAC system.\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Engineering ethics in building systems\"}]}","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"d82209ff6e05721fd1f8747035c6f0b8c99e2bd299a87f5dc2d43a2ab3472f59","record_version_id":"d830c2a3f4a8e83f942728b2fae94afa0363b66863600c115cf37b329bc6be82","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"e0af410190f220bc96fc806c4cb5bc6667dbde6ac5f6bdf5193012913d3298ad","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"d82209ff6e05721fd1f8747035c6f0b8c99e2bd299a87f5dc2d43a2ab3472f59","record_version_id":"d830c2a3f4a8e83f942728b2fae94afa0363b66863600c115cf37b329bc6be82","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"e0af410190f220bc96fc806c4cb5bc6667dbde6ac5f6bdf5193012913d3298ad","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"6a3e9ff39c37bef03770c55eed62d11e6834505de27e45bc0c8196a5661297b7\",\"course_id\":\"ME 477\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[],\"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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"e4abdea27772ffb7fd8644d405636321ec5f305e6ba9755c6a1dbae4e89d640b","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 364or concurrent enrollment, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":364,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"M E 364or concurrent enrollment\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"e4abdea27772ffb7fd8644d405636321ec5f305e6ba9755c6a1dbae4e89d640b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 364\",\"field\":\"description\",\"quote\":\"Fundamental concepts of conduction, convection, radiation. Heat-exchanger principles.\"},{\"course_id\":\"ME 361\",\"field\":\"description\",\"quote\":\"First and second laws of thermodynamics; thermodynamic properties of gases, vapors, and gas-vapor mixtures; energy-systems analysis including power cycles, refrigeration cycles and air-conditioning processes.\"},{\"course_id\":\"ME 363\",\"field\":\"description\",\"quote\":\"Laws of mechanics and thermodynamics applied to fluids at rest and in motion; potential flow; dimensional analysis; viscous flow; pipe flow; boundary-layer theory; compressible flow.\"}],\"text\":\"Prerequisites in heat transfer, thermodynamics, and fluid dynamics.\"}],\"search_phrases\":[\"HVAC system design\",\"commercial building mechanical systems\",\"indoor environment quality\",\"engineering ethics in buildings\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems\"}],\"text\":\"Design of HVAC systems for commercial and large buildings.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Understand the engineering challenges in designing and deploying efficient and high-performing mechanical systems that provide building occupants comfort, quality indoor environment, while maintaining occupant safety.\"}],\"text\":\"Ensuring occupant comfort, safety, and indoor environment quality.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Principles of engineering ethics and its application to buildings and their HVAC system.\"}],\"text\":\"Application of engineering ethics to building systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"title\",\"quote\":\"HEATING, VENTILATING, AND AIR CONDITIONING SYSTEMS\"},{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings\"}],\"text\":\"Design of HVAC systems for commercial and large buildings using principles of heat transfer, thermodynamics, and ethics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings as well as other large buildings such as laboratories, healthcare facilities, and education facilities\"}],\"text\":\"HVAC systems in commercial, laboratory, healthcare, and educational facilities.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"efficient and high-performing mechanical systems\"}],\"text\":\"Efficient and high-performing mechanical systems.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"quality indoor environment\"}],\"text\":\"Indoor environment quality.\"}]}","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"e4abdea27772ffb7fd8644d405636321ec5f305e6ba9755c6a1dbae4e89d640b","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d0551afbbc9e18a0d2e2beef9e61aca50c26cdc78ebbc713d4b0b7486237d37d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 364or concurrent enrollment, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":364,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"M E 364or concurrent enrollment\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d0551afbbc9e18a0d2e2beef9e61aca50c26cdc78ebbc713d4b0b7486237d37d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 364\",\"field\":\"description\",\"quote\":\"Fundamental concepts of conduction, convection, radiation. Heat-exchanger principles.\"},{\"course_id\":\"ME 361\",\"field\":\"description\",\"quote\":\"First and second laws of thermodynamics; thermodynamic properties of gases, vapors, and gas-vapor mixtures; energy-systems analysis including power cycles, refrigeration cycles and air-conditioning processes.\"},{\"course_id\":\"ME 363\",\"field\":\"description\",\"quote\":\"Laws of mechanics and thermodynamics applied to fluids at rest and in motion; potential flow; dimensional analysis; viscous flow; pipe flow; boundary-layer theory; compressible flow.\"}],\"text\":\"Prerequisites in heat transfer, thermodynamics, and fluid dynamics.\"}],\"search_phrases\":[\"HVAC system design\",\"commercial building mechanical systems\",\"indoor environment quality\",\"engineering ethics in buildings\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems\"}],\"text\":\"Design of HVAC systems for commercial and large buildings.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Understand the engineering challenges in designing and deploying efficient and high-performing mechanical systems that provide building occupants comfort, quality indoor environment, while maintaining occupant safety.\"}],\"text\":\"Ensuring occupant comfort, safety, and indoor environment quality.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Principles of engineering ethics and its application to buildings and their HVAC system.\"}],\"text\":\"Application of engineering ethics to building systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"title\",\"quote\":\"HEATING, VENTILATING, AND AIR CONDITIONING SYSTEMS\"},{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings\"}],\"text\":\"Design of HVAC systems for commercial and large buildings using principles of heat transfer, thermodynamics, and ethics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings as well as other large buildings such as laboratories, healthcare facilities, and education facilities\"}],\"text\":\"HVAC systems in commercial, laboratory, healthcare, and educational facilities.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"efficient and high-performing mechanical systems\"}],\"text\":\"Efficient and high-performing mechanical systems.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"quality indoor environment\"}],\"text\":\"Indoor environment quality.\"}]}","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"d0551afbbc9e18a0d2e2beef9e61aca50c26cdc78ebbc713d4b0b7486237d37d","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"d82209ff6e05721fd1f8747035c6f0b8c99e2bd299a87f5dc2d43a2ab3472f59","record_version_id":"d830c2a3f4a8e83f942728b2fae94afa0363b66863600c115cf37b329bc6be82","job_id":"enrich-6556a505c10f448d98d02466","output_id":"8d90dfa4569cde014478c3471e7895b434b3147c5113d5406f4381d29c85b39f","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"req_1\",\"req_2\",\"req_3\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 364or concurrent enrollment, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":364,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"M E 364or concurrent enrollment\",\"id\":\"req_1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req_2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req_3\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"d82209ff6e05721fd1f8747035c6f0b8c99e2bd299a87f5dc2d43a2ab3472f59","record_version_id":"d830c2a3f4a8e83f942728b2fae94afa0363b66863600c115cf37b329bc6be82","job_id":"enrich-6556a505c10f448d98d02466","output_id":"8d90dfa4569cde014478c3471e7895b434b3147c5113d5406f4381d29c85b39f","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Determine thermal loads in buildings and size HVAC systems to satisfy heating and cooling loads using principles of heat transfer and thermodynamics\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"HVAC system design\",\"commercial building mechanical systems\",\"thermal load calculation\",\"indoor environmental quality\",\"engineering ethics in buildings\",\"heating ventilation air conditioning\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Designing HVAC systems for commercial and large-scale buildings\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Determine thermal loads in buildings and size HVAC systems to satisfy heating and cooling loads using principles of heat transfer and thermodynamics\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Determining thermal loads and sizing HVAC systems\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Apply standards relevant to HVAC systems in commercial building applications to ensure their compliance\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Applying industry standards for HVAC compliance\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Apply foundational principles of engineering ethics including strategies to enable future engineering professionals to combat, withstand, and persevere in situations where ethical dilemmas arise\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Applying engineering ethics to building systems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"title\",\"quote\":\"HEATING, VENTILATING, AND AIR CONDITIONING SYSTEMS\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"},{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings as well as other large buildings such as laboratories, healthcare facilities, and education facilities.\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Designs HVAC systems for commercial and large buildings using heat transfer and thermodynamics principles, covering occupant comfort, safety, and engineering ethics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"design of heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings as well as other large buildings such as laboratories, healthcare facilities, and education facilities\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"HVAC system design for commercial and institutional buildings\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Critically analyze alternative technologies for providing heating, ventilating, and air conditioning for buildings\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Analysis of alternative HVAC technologies\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Principles of engineering ethics and its application to buildings and their HVAC system.\",\"source_url\":\"https://guide.wisc.edu/courses/m_e/\"}],\"text\":\"Engineering ethics in building systems\"}]}","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"d82209ff6e05721fd1f8747035c6f0b8c99e2bd299a87f5dc2d43a2ab3472f59","record_version_id":"d830c2a3f4a8e83f942728b2fae94afa0363b66863600c115cf37b329bc6be82","job_id":"enrich-6556a505c10f448d98d02466","output_id":"8d90dfa4569cde014478c3471e7895b434b3147c5113d5406f4381d29c85b39f","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8a039191efb2098f71f3001aa79a21232bd6ccce8e20f4ec54b7144fe1d37c7f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"M E 364or concurrent enrollment, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":364,\"minimum_grade\":null,\"subjects\":[\"ME\"],\"timing\":\"prior_or_concurrent\"},\"evidence\":\"M E 364or concurrent enrollment\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n3\",\"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":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8a039191efb2098f71f3001aa79a21232bd6ccce8e20f4ec54b7144fe1d37c7f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ME 364\",\"field\":\"description\",\"quote\":\"Fundamental concepts of conduction, convection, radiation. Heat-exchanger principles.\"},{\"course_id\":\"ME 361\",\"field\":\"description\",\"quote\":\"First and second laws of thermodynamics; thermodynamic properties of gases, vapors, and gas-vapor mixtures; energy-systems analysis including power cycles, refrigeration cycles and air-conditioning processes.\"},{\"course_id\":\"ME 363\",\"field\":\"description\",\"quote\":\"Laws of mechanics and thermodynamics applied to fluids at rest and in motion; potential flow; dimensional analysis; viscous flow; pipe flow; boundary-layer theory; compressible flow.\"}],\"text\":\"Prerequisites in heat transfer, thermodynamics, and fluid dynamics.\"}],\"search_phrases\":[\"HVAC system design\",\"commercial building mechanical systems\",\"indoor environment quality\",\"engineering ethics in buildings\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems\"}],\"text\":\"Design of HVAC systems for commercial and large buildings.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Understand the engineering challenges in designing and deploying efficient and high-performing mechanical systems that provide building occupants comfort, quality indoor environment, while maintaining occupant safety.\"}],\"text\":\"Ensuring occupant comfort, safety, and indoor environment quality.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Principles of engineering ethics and its application to buildings and their HVAC system.\"}],\"text\":\"Application of engineering ethics to building systems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"title\",\"quote\":\"HEATING, VENTILATING, AND AIR CONDITIONING SYSTEMS\"},{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"Apply knowledge of heat transfer, thermodynamics, and energy systems laboratory in the design of heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings\"}],\"text\":\"Design of HVAC systems for commercial and large buildings using principles of heat transfer, thermodynamics, and ethics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"heating, ventilating, and air conditioning (HVAC) systems used in commercial buildings as well as other large buildings such as laboratories, healthcare facilities, and education facilities\"}],\"text\":\"HVAC systems in commercial, laboratory, healthcare, and educational facilities.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"efficient and high-performing mechanical systems\"}],\"text\":\"Efficient and high-performing mechanical systems.\"},{\"evidence\":[{\"course_id\":\"ME 477\",\"field\":\"description\",\"quote\":\"quality indoor environment\"}],\"text\":\"Indoor environment quality.\"}]}","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8a039191efb2098f71f3001aa79a21232bd6ccce8e20f4ec54b7144fe1d37c7f","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_368d266b750f175b01f6667f","course_id":"ME 477","catalog_version_id":"e918cc86c84e17feb53de1594125895f9eb67cd363b14a2ddb28a8208f577f7d","record_version_id":"30492b7545278a18167ec12137706b769214938ff48b93367477066cb432a324","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8a039191efb2098f71f3001aa79a21232bd6ccce8e20f4ec54b7144fe1d37c7f","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"8049aa140fa8b0e3197d5f3841b4e93d80b30376176d3c41dd1241726aa80b59\",\"course_id\":\"ME 477\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ece78046130bdef3e2825898\",\"message\":\"No course-specific reviews available\",\"name\":\"Douglas Reindl\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3008899\",\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[],\"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}]