[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c63c37a3ea74e7be5c10517da807cb5835b11706b4b0e0cfed2174b9b60c87b5","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":0,\"minimum_grade\":null,\"subjects\":[\"STANDING\"],\"timing\":\"prior\"},\"evidence\":\"Sophomore standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"Sophomore standing is a program standing requirement, not a specific course. Marked as condition with generic course reference.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Only course nodes may carry course references","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c63c37a3ea74e7be5c10517da807cb5835b11706b4b0e0cfed2174b9b60c87b5","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Is intended for individuals with backgrounds in Computer Science, Engineering, Art, Architecture, or Design.\"}],\"text\":\"Background in Computer Science, Engineering, Art, Architecture, or Design\"}],\"search_phrases\":[\"virtual reality course\",\"immersive virtual experiences\",\"3D modeling VR\",\"human-computer interaction design\",\"virtual reality history\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"creating immersive, interactive virtual experiences\"}],\"text\":\"Creating immersive, interactive virtual experiences\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"principles of human-computer interaction and user interface design\"}],\"text\":\"Human-computer interaction and user interface design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"title\",\"quote\":\"VIRTUAL REALITY\"},{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"}],\"text\":\"COMPSCI/DS 579 VIRTUAL REALITY introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"history of virtual reality technology\"}],\"text\":\"History of virtual reality technology\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"computer graphics and 3D modeling\"}],\"text\":\"Computer graphics and 3D modeling\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"human perception and psychology\"}],\"text\":\"Human perception and psychology\"}]}","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c63c37a3ea74e7be5c10517da807cb5835b11706b4b0e0cfed2174b9b60c87b5","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"168849b442684b6cec392c87eeefc9cc55c82855fa59bc047de6419b861b4e80","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"Sophomore standing is a program standing requirement.\"],\"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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"168849b442684b6cec392c87eeefc9cc55c82855fa59bc047de6419b861b4e80","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Is intended for individuals with backgrounds in Computer Science, Engineering, Art, Architecture, or Design.\"}],\"text\":\"Background in Computer Science, Engineering, Art, Architecture, or Design\"}],\"search_phrases\":[\"virtual reality course\",\"immersive virtual experiences\",\"3D modeling VR\",\"human-computer interaction design\",\"virtual reality history\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"creating immersive, interactive virtual experiences\"}],\"text\":\"Creating immersive, interactive virtual experiences\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"principles of human-computer interaction and user interface design\"}],\"text\":\"Human-computer interaction and user interface design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"title\",\"quote\":\"VIRTUAL REALITY\"},{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"}],\"text\":\"COMPSCI/DS 579 VIRTUAL REALITY introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"history of virtual reality technology\"}],\"text\":\"History of virtual reality technology\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"computer graphics and 3D modeling\"}],\"text\":\"Computer graphics and 3D modeling\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"human perception and psychology\"}],\"text\":\"Human perception and psychology\"}]}","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"168849b442684b6cec392c87eeefc9cc55c82855fa59bc047de6419b861b4e80","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"No memorization needed for exams, basically all policy application. They were still tough, though. I suggest reading the articles but they are not mandatory. He teaches you how to write a memo and how to do it well. Final exam was a joke 55 questions and 25 multiple choice - did not have enough time, no one did. Lectures get boring sometimes.\",\"course_id\":\"COMPSCI/DS 579\",\"date\":\"2014-12-15 10:36:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69763bc67b90b60967a4c0e6\",\"instructor_id\":\"rmp:1288719\",\"instructor_name\":\"J. Michael Collins\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\"}],\"evidence_count\":1,\"review_ids\":[\"69763bc67b90b60967a4c0e6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1288719\",\"name\":\"J. Michael Collins\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor teaches practical skills like writing memos well, but lectures can sometimes be boring.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"No memorization needed for exams, basically all policy application. They were still tough, though. I suggest reading the articles but they are not mandatory. He teaches you how to write a memo and how to do it well. Final exam was a joke 55 questions and 25 multiple choice - did not have enough time, no one did. Lectures get boring sometimes.\",\"course_id\":\"COMPSCI/DS 579\",\"date\":\"2014-12-15 10:36:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69763bc67b90b60967a4c0e6\",\"instructor_id\":\"rmp:1288719\",\"instructor_name\":\"J. Michael Collins\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\"}],\"evidence_count\":1,\"review_ids\":[\"69763bc67b90b60967a4c0e6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1288719\",\"name\":\"J. Michael Collins\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Final exam was poorly designed with too many questions for the time allowed, resulting in no one finishing.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"No memorization needed for exams, basically all policy application. They were still tough, though. I suggest reading the articles but they are not mandatory. He teaches you how to write a memo and how to do it well. Final exam was a joke 55 questions and 25 multiple choice - did not have enough time, no one did. Lectures get boring sometimes.\",\"course_id\":\"COMPSCI/DS 579\",\"date\":\"2014-12-15 10:36:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69763bc67b90b60967a4c0e6\",\"instructor_id\":\"rmp:1288719\",\"instructor_name\":\"J. Michael Collins\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\"}],\"evidence_count\":1,\"review_ids\":[\"69763bc67b90b60967a4c0e6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1288719\",\"name\":\"J. Michael Collins\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Exams require policy application rather than memorization, but are still tough. Reading articles is suggested but not mandatory.\"}]}","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-789789da373eecc1ff75f626","output_id":"68988428d3b2a2fbe82df2896bc47c2b5d9c297bbdef8608228b53c6a0af1dd6","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"Sophomore standing is a program standing requirement.\"],\"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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-789789da373eecc1ff75f626","output_id":"68988428d3b2a2fbe82df2896bc47c2b5d9c297bbdef8608228b53c6a0af1dd6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Is intended for individuals with backgrounds in Computer Science, Engineering, Art, Architecture, or Design.\"}],\"text\":\"Background in Computer Science, Engineering, Art, Architecture, or Design\"}],\"search_phrases\":[\"virtual reality course\",\"immersive virtual experiences\",\"3D modeling VR\",\"human-computer interaction design\",\"virtual reality history\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"creating immersive, interactive virtual experiences\"}],\"text\":\"Creating immersive, interactive virtual experiences\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"principles of human-computer interaction and user interface design\"}],\"text\":\"Human-computer interaction and user interface design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"title\",\"quote\":\"VIRTUAL REALITY\"},{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"}],\"text\":\"COMPSCI/DS 579 VIRTUAL REALITY introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"history of virtual reality technology\"}],\"text\":\"History of virtual reality technology\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"computer graphics and 3D modeling\"}],\"text\":\"Computer graphics and 3D modeling\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"human perception and psychology\"}],\"text\":\"Human perception and psychology\"}]}","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-789789da373eecc1ff75f626","output_id":"68988428d3b2a2fbe82df2896bc47c2b5d9c297bbdef8608228b53c6a0af1dd6","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0088567bae12aa20b6042a9c6e08b215b09608ea75acf148495fc1d98aace8a5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"Sophomore standing is a program standing requirement.\"],\"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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0088567bae12aa20b6042a9c6e08b215b09608ea75acf148495fc1d98aace8a5","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Is intended for individuals with backgrounds in Computer Science, Engineering, Art, Architecture, or Design.\"}],\"text\":\"Background in Computer Science, Engineering, Art, Architecture, or Design\"}],\"search_phrases\":[\"virtual reality course\",\"immersive virtual experiences\",\"3D modeling VR\",\"human-computer interaction design\",\"virtual reality history\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"creating immersive, interactive virtual experiences\"}],\"text\":\"Creating immersive, interactive virtual experiences\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"principles of human-computer interaction and user interface design\"}],\"text\":\"Human-computer interaction and user interface design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"title\",\"quote\":\"VIRTUAL REALITY\"},{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"}],\"text\":\"COMPSCI/DS 579 VIRTUAL REALITY introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"history of virtual reality technology\"}],\"text\":\"History of virtual reality technology\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"computer graphics and 3D modeling\"}],\"text\":\"Computer graphics and 3D modeling\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"human perception and psychology\"}],\"text\":\"Human perception and psychology\"}]}","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0088567bae12aa20b6042a9c6e08b215b09608ea75acf148495fc1d98aace8a5","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"No memorization needed for exams, basically all policy application. They were still tough, though. I suggest reading the articles but they are not mandatory. He teaches you how to write a memo and how to do it well. Final exam was a joke 55 questions and 25 multiple choice - did not have enough time, no one did. Lectures get boring sometimes.\",\"course_id\":\"COMPSCI/DS 579\",\"date\":\"2014-12-15 10:36:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69763bc67b90b60967a4c0e6\",\"instructor_id\":\"rmp:1288719\",\"instructor_name\":\"J. Michael Collins\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\"}],\"evidence_count\":1,\"review_ids\":[\"69763bc67b90b60967a4c0e6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1288719\",\"name\":\"J. Michael Collins\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor teaches practical skills like writing memos well, but lectures can sometimes be boring.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"No memorization needed for exams, basically all policy application. They were still tough, though. I suggest reading the articles but they are not mandatory. He teaches you how to write a memo and how to do it well. Final exam was a joke 55 questions and 25 multiple choice - did not have enough time, no one did. Lectures get boring sometimes.\",\"course_id\":\"COMPSCI/DS 579\",\"date\":\"2014-12-15 10:36:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69763bc67b90b60967a4c0e6\",\"instructor_id\":\"rmp:1288719\",\"instructor_name\":\"J. Michael Collins\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\"}],\"evidence_count\":1,\"review_ids\":[\"69763bc67b90b60967a4c0e6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1288719\",\"name\":\"J. Michael Collins\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Final exam was poorly designed with too many questions for the time allowed, resulting in no one finishing.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"No memorization needed for exams, basically all policy application. They were still tough, though. I suggest reading the articles but they are not mandatory. He teaches you how to write a memo and how to do it well. Final exam was a joke 55 questions and 25 multiple choice - did not have enough time, no one did. Lectures get boring sometimes.\",\"course_id\":\"COMPSCI/DS 579\",\"date\":\"2014-12-15 10:36:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69763bc67b90b60967a4c0e6\",\"instructor_id\":\"rmp:1288719\",\"instructor_name\":\"J. Michael Collins\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\"}],\"evidence_count\":1,\"review_ids\":[\"69763bc67b90b60967a4c0e6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1288719\",\"name\":\"J. Michael Collins\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Exams require policy application rather than memorization, but are still tough. Reading articles is suggested but not mandatory.\"}]}","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0088567bae12aa20b6042a9c6e08b215b09608ea75acf148495fc1d98aace8a5","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"ea327db54760ff452890a2c4936da303887bb08ee1fdef0e3f9e33fadf3186ac\",\"course_id\":\"COMPSCI/DS 579\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/DS 579\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a51faa36-2b78-3b74-9763-518c5160eaef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/DS 579\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a51faa36-2b78-3b74-9763-518c5160eaef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/DS 579\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a51faa36-2b78-3b74-9763-518c5160eaef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.78 GPA, 84.5% A/AB (n=97 letter grades); Spring 2025: 3.81 GPA, 87.4% A/AB (n=95 letter grades); Spring 2026: 3.55 GPA, 80.4% A/AB (n=92 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"b655ed3604c75a80624bbe1976363a4193bc51a5e47e812109650b37e88223e1","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Sophomore standing\",\"course\":null,\"evidence\":\"Sophomore standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"Sophomore standing is a program standing requirement.\"],\"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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"b655ed3604c75a80624bbe1976363a4193bc51a5e47e812109650b37e88223e1","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Is intended for individuals with backgrounds in Computer Science, Engineering, Art, Architecture, or Design.\"}],\"text\":\"Background in Computer Science, Engineering, Art, Architecture, or Design\"}],\"search_phrases\":[\"virtual reality course\",\"immersive virtual experiences\",\"3D modeling VR\",\"human-computer interaction design\",\"virtual reality history\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"creating immersive, interactive virtual experiences\"}],\"text\":\"Creating immersive, interactive virtual experiences\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"principles of human-computer interaction and user interface design\"}],\"text\":\"Human-computer interaction and user interface design\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"title\",\"quote\":\"VIRTUAL REALITY\"},{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"Introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"}],\"text\":\"COMPSCI/DS 579 VIRTUAL REALITY introduces the field of virtual reality with an emphasis on creating immersive, interactive virtual experiences.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"history of virtual reality technology\"}],\"text\":\"History of virtual reality technology\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"computer graphics and 3D modeling\"}],\"text\":\"Computer graphics and 3D modeling\"},{\"evidence\":[{\"course_id\":\"COMPSCI/DS 579\",\"field\":\"description\",\"quote\":\"human perception and psychology\"}],\"text\":\"Human perception and psychology\"}]}","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"b655ed3604c75a80624bbe1976363a4193bc51a5e47e812109650b37e88223e1","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"No memorization needed for exams, basically all policy application. They were still tough, though. I suggest reading the articles but they are not mandatory. He teaches you how to write a memo and how to do it well. Final exam was a joke 55 questions and 25 multiple choice - did not have enough time, no one did. Lectures get boring sometimes.\",\"course_id\":\"COMPSCI/DS 579\",\"date\":\"2014-12-15 10:36:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69763bc67b90b60967a4c0e6\",\"instructor_id\":\"rmp:1288719\",\"instructor_name\":\"J. Michael Collins\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\"}],\"evidence_count\":1,\"review_ids\":[\"69763bc67b90b60967a4c0e6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1288719\",\"name\":\"J. Michael Collins\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Instructor teaches practical skills like writing memos well, but lectures can sometimes be boring.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"No memorization needed for exams, basically all policy application. They were still tough, though. I suggest reading the articles but they are not mandatory. He teaches you how to write a memo and how to do it well. Final exam was a joke 55 questions and 25 multiple choice - did not have enough time, no one did. Lectures get boring sometimes.\",\"course_id\":\"COMPSCI/DS 579\",\"date\":\"2014-12-15 10:36:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69763bc67b90b60967a4c0e6\",\"instructor_id\":\"rmp:1288719\",\"instructor_name\":\"J. Michael Collins\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\"}],\"evidence_count\":1,\"review_ids\":[\"69763bc67b90b60967a4c0e6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1288719\",\"name\":\"J. Michael Collins\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"summary\":\"Final exam was poorly designed with too many questions for the time allowed, resulting in no one finishing.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"No memorization needed for exams, basically all policy application. They were still tough, though. I suggest reading the articles but they are not mandatory. He teaches you how to write a memo and how to do it well. Final exam was a joke 55 questions and 25 multiple choice - did not have enough time, no one did. Lectures get boring sometimes.\",\"course_id\":\"COMPSCI/DS 579\",\"date\":\"2014-12-15 10:36:01 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"69763bc67b90b60967a4c0e6\",\"instructor_id\":\"rmp:1288719\",\"instructor_name\":\"J. Michael Collins\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\"}],\"evidence_count\":1,\"review_ids\":[\"69763bc67b90b60967a4c0e6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1288719\",\"name\":\"J. Michael Collins\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Exams require policy application rather than memorization, but are still tough. Reading articles is suggested but not mandatory.\"}]}","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_c9d3d50080500b102189e67a","course_id":"COMPSCI/DS 579","catalog_version_id":"bda7b63c91496923b4b5d543cc1cb375edf5771f1d3c95e1993c9e0c93974eb5","record_version_id":"4ed38d9e99d9c6af1321e96eb2be8618ddb3c6834318e9442c78573df12b0b19","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"b655ed3604c75a80624bbe1976363a4193bc51a5e47e812109650b37e88223e1","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ea327db54760ff452890a2c4936da303887bb08ee1fdef0e3f9e33fadf3186ac\",\"course_id\":\"COMPSCI/DS 579\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"J. Michael Collins\",\"review_date\":\"2014-12-15 10:36:01 +0000 UTC\",\"review_id\":\"69763bc67b90b60967a4c0e6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1288719\",\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\",\"type\":\"review\"}],\"text\":\"Historical reviews of J. Michael Collins: Exams require policy application rather than memorization, but the final exam is difficult due to insufficient time for the question volume.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"J. Michael Collins\",\"review_date\":\"2014-12-15 10:36:01 +0000 UTC\",\"review_id\":\"69763bc67b90b60967a4c0e6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1288719\",\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\",\"type\":\"review\"}],\"text\":\"Historical reviews of J. Michael Collins: J. Michael Collins teaches students how to write memos effectively, focusing on policy application rather than memorization. While he provides useful writing instruction, reviewers note that his lectures can sometimes be boring.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"J. Michael Collins\",\"review_date\":\"2014-12-15 10:36:01 +0000 UTC\",\"review_id\":\"69763bc67b90b60967a4c0e6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1288719\",\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\",\"type\":\"review\"}],\"text\":\"Historical reviews of J. Michael Collins: J. Michael Collins teaches policy application and memo writing, though lectures can be boring and the final exam is time-constrained.\"},{\"citations\":[{\"course_id\":\"COMPSCI/DS 579\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a51faa36-2b78-3b74-9763-518c5160eaef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/DS 579\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a51faa36-2b78-3b74-9763-518c5160eaef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/DS 579\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"a51faa36-2b78-3b74-9763-518c5160eaef\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.78 GPA, 84.5% A/AB (n=97 letter grades); Spring 2025: 3.81 GPA, 87.4% A/AB (n=95 letter grades); Spring 2026: 3.55 GPA, 80.4% A/AB (n=92 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"J. Michael Collins\",\"review_date\":\"2014-12-15 10:36:01 +0000 UTC\",\"review_id\":\"69763bc67b90b60967a4c0e6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1288719\",\"source_review_id\":\"UmF0aW5nLTI0MDgyNzU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1288719\",\"type\":\"review\"}],\"text\":\"Historical reviews of J. Michael Collins: Students learn effective memo writing, but find lectures occasionally boring and the final exam format frustrating due to time pressure.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]