[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"35814154da635375f2f66f350db055420282b9d22b07b3e5d9eb2ee02ff20784","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"35814154da635375f2f66f350db055420282b9d22b07b3e5d9eb2ee02ff20784","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"CSCS 375 special topics\",\"current interest computer science\",\"CSCS 375 syllabus\",\"CSCS 375 topics offered\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CSCS 375\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS\"},{\"course_id\":\"CSCS 375\",\"field\":\"description\",\"quote\":\"Specialized subject matter of current interest.\"}],\"text\":\"CSCS 375 covers specialized subject matter of current interest in computer science.\"},\"topics\":[]}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"35814154da635375f2f66f350db055420282b9d22b07b3e5d9eb2ee02ff20784","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"86a0095ad14be93c98374a4d9e9f98250caeb0340531de4ea32d31d690bf5399","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"86a0095ad14be93c98374a4d9e9f98250caeb0340531de4ea32d31d690bf5399","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"CSCS 375 special topics\",\"current interest computer science\",\"CSCS 375 syllabus\",\"CSCS 375 topics offered\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CSCS 375\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS\"},{\"course_id\":\"CSCS 375\",\"field\":\"description\",\"quote\":\"Specialized subject matter of current interest.\"}],\"text\":\"CSCS 375 covers specialized subject matter of current interest in computer science.\"},\"topics\":[]}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"86a0095ad14be93c98374a4d9e9f98250caeb0340531de4ea32d31d690bf5399","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Dr. Gaddis is extremely inspirational, impressive, and really wants to see you grow. She assigns some writing/reading-heavy assignments but they really help you grow as a student and as a professional. Her content generates really interesting discussions and I definitely encourage taking a class from her if you can.\",\"course_id\":\"CSCS 375\",\"date\":\"2020-12-20 00:08:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6ef2949c821e3ffa4049521\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":1,\"review_ids\":[\"d6ef2949c821e3ffa4049521\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"Dr. Gaddis is described as extremely inspirational and impressive, with a clear focus on student growth.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Dr. Gaddis is extremely inspirational, impressive, and really wants to see you grow. She assigns some writing/reading-heavy assignments but they really help you grow as a student and as a professional. Her content generates really interesting discussions and I definitely encourage taking a class from her if you can.\",\"course_id\":\"CSCS 375\",\"date\":\"2020-12-20 00:08:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6ef2949c821e3ffa4049521\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":1,\"review_ids\":[\"d6ef2949c821e3ffa4049521\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"The course generates interesting discussions and the assignments, while heavy, are beneficial for professional development.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Dr. Gaddis is extremely inspirational, impressive, and really wants to see you grow. She assigns some writing/reading-heavy assignments but they really help you grow as a student and as a professional. Her content generates really interesting discussions and I definitely encourage taking a class from her if you can.\",\"course_id\":\"CSCS 375\",\"date\":\"2020-12-20 00:08:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6ef2949c821e3ffa4049521\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":1,\"review_ids\":[\"d6ef2949c821e3ffa4049521\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Assignments are writing and reading-heavy, which can be demanding but are considered helpful for growth.\"}]}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ced7810a267619fd2020854568802f7c107a02cfb4661440526958f3ca4ff545","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ced7810a267619fd2020854568802f7c107a02cfb4661440526958f3ca4ff545","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"CSCS 375 special topics\",\"current interest computer science\",\"CSCS 375 syllabus\",\"CSCS 375 topics offered\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CSCS 375\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS\"},{\"course_id\":\"CSCS 375\",\"field\":\"description\",\"quote\":\"Specialized subject matter of current interest.\"}],\"text\":\"CSCS 375 covers specialized subject matter of current interest in computer science.\"},\"topics\":[]}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ced7810a267619fd2020854568802f7c107a02cfb4661440526958f3ca4ff545","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Dr. Gaddis is extremely inspirational, impressive, and really wants to see you grow. She assigns some writing/reading-heavy assignments but they really help you grow as a student and as a professional. Her content generates really interesting discussions and I definitely encourage taking a class from her if you can.\",\"course_id\":\"CSCS 375\",\"date\":\"2020-12-20 00:08:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6ef2949c821e3ffa4049521\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":1,\"review_ids\":[\"d6ef2949c821e3ffa4049521\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"Dr. Gaddis is described as extremely inspirational and impressive, with a clear focus on student growth.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Dr. Gaddis is extremely inspirational, impressive, and really wants to see you grow. She assigns some writing/reading-heavy assignments but they really help you grow as a student and as a professional. Her content generates really interesting discussions and I definitely encourage taking a class from her if you can.\",\"course_id\":\"CSCS 375\",\"date\":\"2020-12-20 00:08:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6ef2949c821e3ffa4049521\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":1,\"review_ids\":[\"d6ef2949c821e3ffa4049521\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"The course generates interesting discussions and the assignments, while heavy, are beneficial for professional development.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Dr. Gaddis is extremely inspirational, impressive, and really wants to see you grow. She assigns some writing/reading-heavy assignments but they really help you grow as a student and as a professional. Her content generates really interesting discussions and I definitely encourage taking a class from her if you can.\",\"course_id\":\"CSCS 375\",\"date\":\"2020-12-20 00:08:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6ef2949c821e3ffa4049521\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":1,\"review_ids\":[\"d6ef2949c821e3ffa4049521\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Assignments are writing and reading-heavy, which can be demanding but are considered helpful for growth.\"}]}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ced7810a267619fd2020854568802f7c107a02cfb4661440526958f3ca4ff545","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"35ae99fda1804851e71ec2bd8d7b8aab6a204aaa6f4b2da50a9f1c592d7430b5\",\"course_id\":\"CSCS 375\",\"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\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.59 GPA, 89.5% A/AB (n=38 letter grades); Spring 2024: 3.98 GPA, 100.0% A/AB (n=58 letter grades); Spring 2025: 3.57 GPA, 79.3% A/AB (n=29 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"JENNIFER GADDIS is recorded teaching in Spring 2020, Spring 2024. 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":"[{\"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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"af74da021a88a6c7259b9ddf673ae8dc9771a4e4a4554a4f335919551ce32456","section":"requirements","status":"valid","value_json":"{\"nodes\":[],\"notes\":[],\"root\":null,\"status\":\"none\"}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"af74da021a88a6c7259b9ddf673ae8dc9771a4e4a4554a4f335919551ce32456","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"CSCS 375 special topics\",\"current interest computer science\",\"CSCS 375 syllabus\",\"CSCS 375 topics offered\"],\"skills_taught\":[],\"summary\":{\"evidence\":[{\"course_id\":\"CSCS 375\",\"field\":\"title\",\"quote\":\"SPECIAL TOPICS\"},{\"course_id\":\"CSCS 375\",\"field\":\"description\",\"quote\":\"Specialized subject matter of current interest.\"}],\"text\":\"CSCS 375 covers specialized subject matter of current interest in computer science.\"},\"topics\":[]}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"af74da021a88a6c7259b9ddf673ae8dc9771a4e4a4554a4f335919551ce32456","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Dr. Gaddis is extremely inspirational, impressive, and really wants to see you grow. She assigns some writing/reading-heavy assignments but they really help you grow as a student and as a professional. Her content generates really interesting discussions and I definitely encourage taking a class from her if you can.\",\"course_id\":\"CSCS 375\",\"date\":\"2020-12-20 00:08:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6ef2949c821e3ffa4049521\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":1,\"review_ids\":[\"d6ef2949c821e3ffa4049521\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"Dr. Gaddis is described as extremely inspirational and impressive, with a clear focus on student growth.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Dr. Gaddis is extremely inspirational, impressive, and really wants to see you grow. She assigns some writing/reading-heavy assignments but they really help you grow as a student and as a professional. Her content generates really interesting discussions and I definitely encourage taking a class from her if you can.\",\"course_id\":\"CSCS 375\",\"date\":\"2020-12-20 00:08:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6ef2949c821e3ffa4049521\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":1,\"review_ids\":[\"d6ef2949c821e3ffa4049521\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"positive\",\"summary\":\"The course generates interesting discussions and the assignments, while heavy, are beneficial for professional development.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Dr. Gaddis is extremely inspirational, impressive, and really wants to see you grow. She assigns some writing/reading-heavy assignments but they really help you grow as a student and as a professional. Her content generates really interesting discussions and I definitely encourage taking a class from her if you can.\",\"course_id\":\"CSCS 375\",\"date\":\"2020-12-20 00:08:19 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"d6ef2949c821e3ffa4049521\",\"instructor_id\":\"rmp:1970381\",\"instructor_name\":\"Jennifer Gaddis\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\"}],\"evidence_count\":1,\"review_ids\":[\"d6ef2949c821e3ffa4049521\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1970381\",\"name\":\"Jennifer Gaddis\"}],\"review_year_end\":\"2020\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Assignments are writing and reading-heavy, which can be demanding but are considered helpful for growth.\"}]}","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_f00c36b0845b38db887b42d2","course_id":"CSCS 375","catalog_version_id":"b9ab5da0e87a6844e7e5c7b193f407c1fcc0524cdd405fd6eda247934131710b","record_version_id":"7ea452ee8cf06ae273bcbafff50b699b358d705993a5047fdd41d650134ce1c2","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"af74da021a88a6c7259b9ddf673ae8dc9771a4e4a4554a4f335919551ce32456","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"35ae99fda1804851e71ec2bd8d7b8aab6a204aaa6f4b2da50a9f1c592d7430b5\",\"course_id\":\"CSCS 375\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2020-12-20 00:08:19 +0000 UTC\",\"review_id\":\"d6ef2949c821e3ffa4049521\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"}],\"text\":\"Historical reviews of Jennifer Gaddis: The course involves writing- and reading-heavy assignments that reviewers found beneficial for student development despite the effort required.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2020-12-20 00:08:19 +0000 UTC\",\"review_id\":\"d6ef2949c821e3ffa4049521\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"}],\"text\":\"Historical reviews of Jennifer Gaddis: Jennifer Gaddis is described as inspirational and impressive, with a strong desire to see students grow. Her content generates interesting discussions, though she assigns writing and reading-heavy work that supports professional development.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2020-12-20 00:08:19 +0000 UTC\",\"review_id\":\"d6ef2949c821e3ffa4049521\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"}],\"text\":\"Historical reviews for Jennifer Gaddis describe an inspirational instructor who fosters professional growth through engaging discussions, though assignments are writing- and reading-heavy.\"},{\"citations\":[{\"course_id\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.59 GPA, 89.5% A/AB (n=38 letter grades); Spring 2024: 3.98 GPA, 100.0% A/AB (n=58 letter grades); Spring 2025: 3.57 GPA, 79.3% A/AB (n=29 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Jennifer Gaddis\",\"review_date\":\"2020-12-20 00:08:19 +0000 UTC\",\"review_id\":\"d6ef2949c821e3ffa4049521\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1970381\",\"source_review_id\":\"UmF0aW5nLTM0MTUyMzIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1970381\",\"type\":\"review\"}],\"text\":\"Historical reviews of Jennifer Gaddis: Students reported that the content generated interesting discussions and that the instructor was impressive and supportive of their growth.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"CSCS 375\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"source_record\":{\"entity_id\":\"43be6892-6588-3926-b05b-f0eea04f1013\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"JENNIFER GADDIS is recorded teaching in Spring 2020, Spring 2024. 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}]