[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-2978ec7e9ac23a465ccaacbb","output_id":"05a195a8885cf3f41b7d6a64513909a6e8d1f38abe3347819b20a1cad2ad6211","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208,248, graduate/professional standing, or member of engineering guest students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 208\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 248\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of engineering guest students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of engineering guest students\",\"id\":\"n4\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n2: evidence 'PHYSICS 208' must quote an exact source substring.\nNode n3: evidence 'PHYSICS 248' must quote an exact source substring.","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-2978ec7e9ac23a465ccaacbb","output_id":"05a195a8885cf3f41b7d6a64513909a6e8d1f38abe3347819b20a1cad2ad6211","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"PHYSICS 202,208,248\"}],\"text\":\"Foundational physics knowledge from calculus-based general physics courses.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"graduate/professional standing, or member of engineering guest students\"}],\"text\":\"Graduate/professional standing or engineering guest student status.\"}],\"search_phrases\":[\"mechanical systems construction\",\"HVAC plumbing fire protection\",\"construction management cost estimating\",\"CIVENGR 497 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Mechanical system management.\"}],\"text\":\"Mechanical system management.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"title\",\"quote\":\"MECHANICAL SYSTEMS FOR CONSTRUCTION\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"CIVENGR 497 introduces mechanical systems for construction, covering plumbing, HVAC, fire protection, and system design and management.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls, and process systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"}]}","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-2978ec7e9ac23a465ccaacbb","output_id":"05a195a8885cf3f41b7d6a64513909a6e8d1f38abe3347819b20a1cad2ad6211","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":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"5e6d93770425c387bca2218a3aced96d4cca2bdf6c983ccc0795fd8e644672ef","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208,248, graduate/professional standing, or member of engineering guest students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 208\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 248\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of engineering guest students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of engineering guest students\",\"id\":\"n4\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n2: evidence 'PHYSICS 208' must quote an exact source substring.\nNode n3: evidence 'PHYSICS 248' must quote an exact source substring.","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"5e6d93770425c387bca2218a3aced96d4cca2bdf6c983ccc0795fd8e644672ef","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"PHYSICS 202,208,248\"}],\"text\":\"Foundational physics knowledge from calculus-based general physics courses.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"graduate/professional standing, or member of engineering guest students\"}],\"text\":\"Graduate/professional standing or engineering guest student status.\"}],\"search_phrases\":[\"mechanical systems construction\",\"HVAC plumbing fire protection\",\"construction management cost estimating\",\"CIVENGR 497 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Mechanical system management.\"}],\"text\":\"Mechanical system management.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"title\",\"quote\":\"MECHANICAL SYSTEMS FOR CONSTRUCTION\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"CIVENGR 497 introduces mechanical systems for construction, covering plumbing, HVAC, fire protection, and system design and management.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls, and process systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"}]}","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"5e6d93770425c387bca2218a3aced96d4cca2bdf6c983ccc0795fd8e644672ef","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"25517c572817411d3983b8b2e9dbaddd7f9e1bd0c00ee15b821ab80df5f97dc9","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"node_1\",\"node_5\",\"node_6\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208,248, graduate/professional standing, or member of engineering guest students\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[\"node_2\",\"node_3\",\"node_4\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208,248\",\"id\":\"node_1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"node_2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208\",\"id\":\"node_3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"248\",\"id\":\"node_4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"node_5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of engineering guest students\",\"course\":null,\"evidence\":\"member of engineering guest students\",\"id\":\"node_6\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"25517c572817411d3983b8b2e9dbaddd7f9e1bd0c00ee15b821ab80df5f97dc9","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"PHYSICS 202,208,248\"}],\"text\":\"Foundational physics knowledge from calculus-based general physics courses.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"graduate/professional standing, or member of engineering guest students\"}],\"text\":\"Graduate/professional standing or engineering guest student status.\"}],\"search_phrases\":[\"mechanical systems construction\",\"HVAC plumbing fire protection\",\"construction management cost estimating\",\"CIVENGR 497 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Mechanical system management.\"}],\"text\":\"Mechanical system management.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"title\",\"quote\":\"MECHANICAL SYSTEMS FOR CONSTRUCTION\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"CIVENGR 497 introduces mechanical systems for construction, covering plumbing, HVAC, fire protection, and system design and management.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls, and process systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"}]}","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"25517c572817411d3983b8b2e9dbaddd7f9e1bd0c00ee15b821ab80df5f97dc9","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":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-789789da373eecc1ff75f626","output_id":"6cd3c0a6837a21d15e5add58fece0798d247f23fbb7847254c08697fdc664588","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208,248, graduate/professional standing, or member of engineering guest students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 208\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 248\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of engineering guest students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of engineering guest students\",\"id\":\"n4\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n2: evidence 'PHYSICS 208' must quote an exact source substring.\nNode n3: evidence 'PHYSICS 248' must quote an exact source substring.","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-789789da373eecc1ff75f626","output_id":"6cd3c0a6837a21d15e5add58fece0798d247f23fbb7847254c08697fdc664588","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"PHYSICS 202,208,248\"}],\"text\":\"Foundational physics knowledge from calculus-based general physics courses.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"graduate/professional standing, or member of engineering guest students\"}],\"text\":\"Graduate/professional standing or engineering guest student status.\"}],\"search_phrases\":[\"mechanical systems construction\",\"HVAC plumbing fire protection\",\"construction management cost estimating\",\"CIVENGR 497 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Mechanical system management.\"}],\"text\":\"Mechanical system management.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"title\",\"quote\":\"MECHANICAL SYSTEMS FOR CONSTRUCTION\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"CIVENGR 497 introduces mechanical systems for construction, covering plumbing, HVAC, fire protection, and system design and management.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls, and process systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"}]}","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-789789da373eecc1ff75f626","output_id":"6cd3c0a6837a21d15e5add58fece0798d247f23fbb7847254c08697fdc664588","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a9298cfbc8c8ba29fdbad1bbd12fb16951cc00f4e902c2ee2d02e404ec5b56ae","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"node_1\",\"node_5\",\"node_6\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208,248, graduate/professional standing, or member of engineering guest students\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[\"node_2\",\"node_3\",\"node_4\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208,248\",\"id\":\"node_1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"node_2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208\",\"id\":\"node_3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"248\",\"id\":\"node_4\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"node_5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of engineering guest students\",\"course\":null,\"evidence\":\"member of engineering guest students\",\"id\":\"node_6\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a9298cfbc8c8ba29fdbad1bbd12fb16951cc00f4e902c2ee2d02e404ec5b56ae","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"PHYSICS 202,208,248\"}],\"text\":\"Foundational physics knowledge from calculus-based general physics courses.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"graduate/professional standing, or member of engineering guest students\"}],\"text\":\"Graduate/professional standing or engineering guest student status.\"}],\"search_phrases\":[\"mechanical systems construction\",\"HVAC plumbing fire protection\",\"construction management cost estimating\",\"CIVENGR 497 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Mechanical system management.\"}],\"text\":\"Mechanical system management.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"title\",\"quote\":\"MECHANICAL SYSTEMS FOR CONSTRUCTION\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"CIVENGR 497 introduces mechanical systems for construction, covering plumbing, HVAC, fire protection, and system design and management.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls, and process systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"}]}","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a9298cfbc8c8ba29fdbad1bbd12fb16951cc00f4e902c2ee2d02e404ec5b56ae","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a9298cfbc8c8ba29fdbad1bbd12fb16951cc00f4e902c2ee2d02e404ec5b56ae","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"793c80d16266801fb86dbbb6ef8025a93b8f96908392aa39101ce7d8fa1a5d9e\",\"course_id\":\"CIVENGR 497\",\"current_instructors\":[{\"instructor_uid\":\"instructor_526fdcee6d438ad1eff68478\",\"message\":\"No course-specific reviews available\",\"name\":\"Joel Boado\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.57 GPA, 57.1% A/AB (n=7 letter grades); Fall 2024: 3.80 GPA, 90.0% A/AB (n=10 letter grades); Fall 2025: 3.75 GPA, 100.0% A/AB (n=8 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.57 GPA, 57.1% A/AB (n=7 letter grades); Fall 2024: 3.80 GPA, 90.0% A/AB (n=10 letter grades); Fall 2025: 3.75 GPA, 100.0% A/AB (n=8 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"CIVENGR 497\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"source_record\":{\"entity_id\":\"0c951268-a2d4-3758-8bdf-7c5659afc9fa\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JOEL BOADO is recorded teaching in Fall 2015, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, 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":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"6f599597f168aa7320d3cc27779f782a2bdc2f332cec9f5c86d93b7fc77dbc86","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208,248, graduate/professional standing, or member of engineering guest students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 208\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 248\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of engineering guest students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of engineering guest students\",\"id\":\"n4\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n2: evidence 'PHYSICS 208' must quote an exact source substring.\nNode n3: evidence 'PHYSICS 248' must quote an exact source substring.","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"6f599597f168aa7320d3cc27779f782a2bdc2f332cec9f5c86d93b7fc77dbc86","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"PHYSICS 202,208,248\"}],\"text\":\"Foundational physics knowledge from calculus-based general physics courses.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"requirements_text\",\"quote\":\"graduate/professional standing, or member of engineering guest students\"}],\"text\":\"Graduate/professional standing or engineering guest student status.\"}],\"search_phrases\":[\"mechanical systems construction\",\"HVAC plumbing fire protection\",\"construction management cost estimating\",\"CIVENGR 497 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Mechanical system management.\"}],\"text\":\"Mechanical system management.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"title\",\"quote\":\"MECHANICAL SYSTEMS FOR CONSTRUCTION\"},{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to building mechanical systems. Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"CIVENGR 497 introduces mechanical systems for construction, covering plumbing, HVAC, fire protection, and system design and management.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls and process systems.\"}],\"text\":\"Plumbing, heating, ventilation, air conditioning, fire protection, automation/controls, and process systems.\"},{\"evidence\":[{\"course_id\":\"CIVENGR 497\",\"field\":\"description\",\"quote\":\"Introduction to mechanical systems design and cost estimating.\"}],\"text\":\"Mechanical systems design and cost estimating.\"}]}","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_c704ef64102cc903c65add73","course_id":"CIVENGR 497","catalog_version_id":"71ffd4279233ffc71a95713af477034da79dfc4330f606f38a74313f23a0dd43","record_version_id":"0922dc91c34dffb48d0b5370ea40b0cea82a9d89ff26af9fb15b37caed914a43","job_id":"enrich-dab8f6acaa72f26086773521","output_id":"6f599597f168aa7320d3cc27779f782a2bdc2f332cec9f5c86d93b7fc77dbc86","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}]