[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"b2d33a76f869d8cb1b01cbd266f802b12eca1092a168f02778d5ae67565057d8","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (CHEM 104,109, or115), or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (CHEM 104,109, or115)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"(CHEM 104,109, or115)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":104,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 104\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":109,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 109\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":115,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 115\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[\"The phrase 'MATH 222and (CHEM 104,109, or115)' is parsed as an AND between MATH 222 and the OR group of CHEM courses.\",\"The top-level structure is an OR between the academic prerequisites and the 'Engineering Guest Students' condition.\",\"CHEM 104, 109, and 115 are linked courses and are treated as course nodes.\",\"Engineering Guest Students is a condition leaf as it is not a linked course.\"],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n0 references itself; remove the self-reference.\nNode n5: evidence 'CHEM 109' must quote an exact source substring.\nNode n6: evidence 'CHEM 115' must quote an exact source substring.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n4, n5, n6, n7; connect all conditions and exclusions to the root.","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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"b2d33a76f869d8cb1b01cbd266f802b12eca1092a168f02778d5ae67565057d8","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"requirements_text\",\"quote\":\"MATH 222and (CHEM 104,109, or115)\"}],\"text\":\"Calculus (MATH 222) and General Chemistry (CHEM 104, 109, or 115)\"}],\"search_phrases\":[\"materials thermodynamics\",\"equilibrium constants\",\"electrochemistry\",\"solutions\",\"MS&E 330\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"}],\"text\":\"Understanding thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria, and electrochemistry\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"title\",\"quote\":\"THERMODYNAMICS OF MATERIALS\"},{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"}],\"text\":\"MS&E 330 introduces the thermodynamics of materials, covering equilibrium constants, solutions, heterogeneous equilibria, and electrochemistry.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"thermodynamics of materials\"}],\"text\":\"Thermodynamics of materials\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"equilibrium constants\"}],\"text\":\"Equilibrium constants\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"solutions\"}],\"text\":\"Solutions\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"heterogeneous equilibria\"}],\"text\":\"Heterogeneous equilibria\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"electrochemistry\"}],\"text\":\"Electrochemistry\"}]}","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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"b2d33a76f869d8cb1b01cbd266f802b12eca1092a168f02778d5ae67565057d8","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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"21871a5e093428112f63b1b2ea310ce9a74a7000e5b40b90fbaff9f584600a5f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (CHEM 104,109, or115), or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (CHEM 104,109, or115)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(CHEM 104,109, or115)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":104,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 104\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":109,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"109\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":115,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"115\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"21871a5e093428112f63b1b2ea310ce9a74a7000e5b40b90fbaff9f584600a5f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"requirements_text\",\"quote\":\"MATH 222and (CHEM 104,109, or115)\"}],\"text\":\"Calculus (MATH 222) and General Chemistry (CHEM 104, 109, or 115)\"}],\"search_phrases\":[\"materials thermodynamics\",\"equilibrium constants\",\"electrochemistry\",\"solutions\",\"MS&E 330\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"}],\"text\":\"Understanding thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria, and electrochemistry\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"title\",\"quote\":\"THERMODYNAMICS OF MATERIALS\"},{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"}],\"text\":\"MS&E 330 introduces the thermodynamics of materials, covering equilibrium constants, solutions, heterogeneous equilibria, and electrochemistry.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"thermodynamics of materials\"}],\"text\":\"Thermodynamics of materials\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"equilibrium constants\"}],\"text\":\"Equilibrium constants\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"solutions\"}],\"text\":\"Solutions\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"heterogeneous equilibria\"}],\"text\":\"Heterogeneous equilibria\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"electrochemistry\"}],\"text\":\"Electrochemistry\"}]}","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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"21871a5e093428112f63b1b2ea310ce9a74a7000e5b40b90fbaff9f584600a5f","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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-789789da373eecc1ff75f626","output_id":"a26103844162c9b8ce5dbb11fed118b6ce126e4774fd6f223fa7011993a2e551","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (CHEM 104,109, or115), or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (CHEM 104,109, or115)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(CHEM 104,109, or115)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":104,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 104\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":109,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"109\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":115,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"115\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n7\",\"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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-789789da373eecc1ff75f626","output_id":"a26103844162c9b8ce5dbb11fed118b6ce126e4774fd6f223fa7011993a2e551","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"requirements_text\",\"quote\":\"MATH 222and (CHEM 104,109, or115)\"}],\"text\":\"Calculus (MATH 222) and General Chemistry (CHEM 104, 109, or 115)\"}],\"search_phrases\":[\"materials thermodynamics\",\"equilibrium constants\",\"electrochemistry\",\"solutions\",\"MS&E 330\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"}],\"text\":\"Understanding thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria, and electrochemistry\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"title\",\"quote\":\"THERMODYNAMICS OF MATERIALS\"},{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"}],\"text\":\"MS&E 330 introduces the thermodynamics of materials, covering equilibrium constants, solutions, heterogeneous equilibria, and electrochemistry.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"thermodynamics of materials\"}],\"text\":\"Thermodynamics of materials\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"equilibrium constants\"}],\"text\":\"Equilibrium constants\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"solutions\"}],\"text\":\"Solutions\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"heterogeneous equilibria\"}],\"text\":\"Heterogeneous equilibria\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"electrochemistry\"}],\"text\":\"Electrochemistry\"}]}","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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-789789da373eecc1ff75f626","output_id":"a26103844162c9b8ce5dbb11fed118b6ce126e4774fd6f223fa7011993a2e551","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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"500120177fe3feecca7bac9268c507cc855ac2d7c05c9aa76abcfdbc8ba7ec86","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (CHEM 104,109, or115), or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (CHEM 104,109, or115)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"n2\",\"kind\":\"course\"},{\"children\":[\"n4\",\"n5\",\"n6\"],\"condition\":null,\"course\":null,\"evidence\":\"(CHEM 104,109, or115)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":104,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"CHEM 104\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":109,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"109\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":115,\"minimum_grade\":null,\"subjects\":[\"CHEM\"],\"timing\":\"prior\"},\"evidence\":\"115\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"n7\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"500120177fe3feecca7bac9268c507cc855ac2d7c05c9aa76abcfdbc8ba7ec86","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"requirements_text\",\"quote\":\"MATH 222and (CHEM 104,109, or115)\"}],\"text\":\"Calculus (MATH 222) and General Chemistry (CHEM 104, 109, or 115)\"}],\"search_phrases\":[\"materials thermodynamics\",\"equilibrium constants\",\"electrochemistry\",\"solutions\",\"MS&E 330\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"}],\"text\":\"Understanding thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria, and electrochemistry\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"title\",\"quote\":\"THERMODYNAMICS OF MATERIALS\"},{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"Introduction to thermodynamics of materials, equilibrium constants, solutions, heterogeneous equilibria and electrochemistry.\"}],\"text\":\"MS&E 330 introduces the thermodynamics of materials, covering equilibrium constants, solutions, heterogeneous equilibria, and electrochemistry.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"thermodynamics of materials\"}],\"text\":\"Thermodynamics of materials\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"equilibrium constants\"}],\"text\":\"Equilibrium constants\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"solutions\"}],\"text\":\"Solutions\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"heterogeneous equilibria\"}],\"text\":\"Heterogeneous equilibria\"},{\"evidence\":[{\"course_id\":\"MS&E 330\",\"field\":\"description\",\"quote\":\"electrochemistry\"}],\"text\":\"Electrochemistry\"}]}","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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"500120177fe3feecca7bac9268c507cc855ac2d7c05c9aa76abcfdbc8ba7ec86","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_b935ecc42293339c31e1a0b5","course_id":"MS&E 330","catalog_version_id":"0fd3f5a6df7ab619e0833cf2266b4eb60f63c5e33ad31d618e8a7cf980171fc1","record_version_id":"e10d386272b121cc1d1cce3ed16b64c5dfadb9953feb9b7bde108a25d0c78b15","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"500120177fe3feecca7bac9268c507cc855ac2d7c05c9aa76abcfdbc8ba7ec86","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4348e63052f3956136de9f430cbcd7ba8940de0eb70a5c74c939e4b958860e7f\",\"course_id\":\"MS&E 330\",\"current_instructors\":[{\"instructor_uid\":\"instructor_ef0bbafe2ee14f597492b2d2\",\"message\":\"No course-specific reviews available\",\"name\":\"Jiamian Hu\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2538327\",\"summary\":[{\"citations\":[{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 2.93 GPA, 51.7% A/AB (n=29 letter grades); Fall 2024: 2.94 GPA, 37.5% A/AB (n=24 letter grades); Fall 2025: 2.84 GPA, 39.3% A/AB (n=28 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 2.93 GPA, 51.7% A/AB (n=29 letter grades); Fall 2024: 2.94 GPA, 37.5% A/AB (n=24 letter grades); Fall 2025: 2.84 GPA, 39.3% A/AB (n=28 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MS&E 330\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"source_record\":{\"entity_id\":\"909fa21d-2671-3eff-9f8e-6b1d996118ef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"JIAMIAN HU is recorded teaching in 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}]