[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"b49ea8817c0f956669b35f5c36cf82fa50c1ad014495750b7f7c16efc08649e2","record_version_id":"14abdfd142152bf41c1200a33903104c058f9b51c4fcb41241e44044d717c29f","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b1b379d7bf9f2057fcf263eb5e0de56babd00444a8a617b5d9e16639fd341c51","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"ABT\"],\"timing\":\"prior\"},\"evidence\":\"ABT 700\",\"id\":\"req-1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"req-1\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"b49ea8817c0f956669b35f5c36cf82fa50c1ad014495750b7f7c16efc08649e2","record_version_id":"14abdfd142152bf41c1200a33903104c058f9b51c4fcb41241e44044d717c29f","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b1b379d7bf9f2057fcf263eb5e0de56babd00444a8a617b5d9e16639fd341c51","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"requirements_text\",\"quote\":\"ABT 700\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"ABT 700\"}],\"search_phrases\":[\"biotechnology assessments\",\"regenerative medicine\",\"agricultural biotechnology\",\"bioremediation\",\"commercialization of technology\",\"intellectual property and licensing strategy\",\"freedom-to-operate (FTO)\",\"market valuation in biotech\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"Course links disciplines with the critical evaluative role played by scientific discovery, market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy by assessing the role each played in the commercialization of a specific technology.\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Assessing the role of scientific discovery, market valuation, intellectual property, FTO, and licensing strategy in commercialization\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Evaluate and describe systems of product research, development, and production\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Evaluating and describing systems of product research, development, and production\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Analyze the potential for commercialization of innovations within the biotechnology industry\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Analyzing the potential for commercialization of innovations within the biotechnology industry\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Demonstrate understanding of relevant domestic and global regulatory agencies, laws, policies, and guidance\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Understanding relevant domestic and global regulatory agencies, laws, policies, and guidance\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Assess intellectual property considerations in biotechnology\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Assessing intellectual property considerations in biotechnology\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"title\",\"quote\":\"ASSESSING INNOVATION IN BIOTECHNOLOGY\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"},{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"A survey of biotechnology assessments in areas such as regenerative medicine, agricultural biotechnology, and bioremediation. Course links disciplines with the critical evaluative role played by scientific discovery, market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy by assessing the role each played in the commercialization of a specific technology.\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Survey of biotechnology assessments in regenerative medicine, agriculture, and bioremediation, linking scientific discovery, IP, and licensing to commercialization.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"A survey of biotechnology assessments in areas such as regenerative medicine, agricultural biotechnology, and bioremediation.\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Regenerative medicine, agricultural biotechnology, and bioremediation\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"Course links disciplines with the critical evaluative role played by scientific discovery, market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy by assessing the role each played in the commercialization of a specific technology.\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Scientific discovery, market valuation, intellectual property, FTO, and licensing strategy in commercialization\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Identify and provide evidence-based solutions to problems in compliance, product development, personnel, and finance\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Compliance, product development, personnel, and finance\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Demonstrate understanding of relevant domestic and global regulatory agencies, laws, policies, and guidance\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Domestic and global regulatory agencies, laws, policies, and guidance\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"b49ea8817c0f956669b35f5c36cf82fa50c1ad014495750b7f7c16efc08649e2","record_version_id":"14abdfd142152bf41c1200a33903104c058f9b51c4fcb41241e44044d717c29f","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b1b379d7bf9f2057fcf263eb5e0de56babd00444a8a617b5d9e16639fd341c51","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"b49ea8817c0f956669b35f5c36cf82fa50c1ad014495750b7f7c16efc08649e2","record_version_id":"14abdfd142152bf41c1200a33903104c058f9b51c4fcb41241e44044d717c29f","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"b1b379d7bf9f2057fcf263eb5e0de56babd00444a8a617b5d9e16639fd341c51","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"89f56a92abbd46fb1528e2731cf48a610bf26b7e428067b8803c8ceceb20695d\",\"course_id\":\"ABT 765\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ABT 765\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=9 letter grades); Fall 2024: 3.93 GPA, 100.0% A/AB (n=15 letter grades); Fall 2025: 3.85 GPA, 95.8% A/AB (n=24 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"bb3f7be72d0062f6e2c79d2dbf53e4e7cf3ed198141dafd9cc0df6e18f6de9bb","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"ABT\"],\"timing\":\"prior\"},\"evidence\":\"ABT 700\",\"id\":\"n0\",\"kind\":\"course\"}],\"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_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"bb3f7be72d0062f6e2c79d2dbf53e4e7cf3ed198141dafd9cc0df6e18f6de9bb","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ABT 700\",\"field\":\"description\",\"quote\":\"Principles and techniques pertaining to biotechnology and its applications to our society. Survey of classical and emerging techniques.\"}],\"text\":\"Foundational knowledge of biotechnology principles and techniques.\"}],\"search_phrases\":[\"biotechnology assessment\",\"regenerative medicine\",\"agricultural biotechnology\",\"bioremediation\",\"market valuation\",\"intellectual property\",\"freedom-to-operate\",\"licensing strategy\",\"technology commercialization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"assessing the role each played in the commercialization of a specific technology\"}],\"text\":\"Assessing the role of scientific discovery, market valuation, IP, and licensing in technology commercialization.\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"critical evaluative role played by scientific discovery, market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy\"}],\"text\":\"Evaluating scientific, market, and legal factors in biotechnology innovation.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"title\",\"quote\":\"ASSESSING INNOVATION IN BIOTECHNOLOGY\"},{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"A survey of biotechnology assessments in areas such as regenerative medicine, agricultural biotechnology, and bioremediation.\"}],\"text\":\"ABT 765 surveys biotechnology assessments in regenerative medicine, agriculture, and bioremediation, linking scientific discovery with market and legal strategies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"regenerative medicine, agricultural biotechnology, and bioremediation\"}],\"text\":\"Regenerative medicine, agricultural biotechnology, and bioremediation.\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy\"}],\"text\":\"Market valuation, intellectual property, freedom-to-operate, and licensing strategy.\"}]}","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_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"bb3f7be72d0062f6e2c79d2dbf53e4e7cf3ed198141dafd9cc0df6e18f6de9bb","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_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"86572403c966434cf75ccc789c11526b25e3479fb8e61d0b7b4354609fd6d32e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"ABT\"],\"timing\":\"prior\"},\"evidence\":\"ABT 700\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"86572403c966434cf75ccc789c11526b25e3479fb8e61d0b7b4354609fd6d32e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ABT 700\",\"field\":\"description\",\"quote\":\"Principles and techniques pertaining to biotechnology and its applications to our society. Survey of classical and emerging techniques.\"}],\"text\":\"Foundational knowledge of biotechnology principles and techniques.\"}],\"search_phrases\":[\"biotechnology assessment\",\"regenerative medicine\",\"agricultural biotechnology\",\"bioremediation\",\"market valuation\",\"intellectual property\",\"freedom-to-operate\",\"licensing strategy\",\"technology commercialization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"assessing the role each played in the commercialization of a specific technology\"}],\"text\":\"Assessing the role of scientific discovery, market valuation, IP, and licensing in technology commercialization.\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"critical evaluative role played by scientific discovery, market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy\"}],\"text\":\"Evaluating scientific, market, and legal factors in biotechnology innovation.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"title\",\"quote\":\"ASSESSING INNOVATION IN BIOTECHNOLOGY\"},{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"A survey of biotechnology assessments in areas such as regenerative medicine, agricultural biotechnology, and bioremediation.\"}],\"text\":\"ABT 765 surveys biotechnology assessments in regenerative medicine, agriculture, and bioremediation, linking scientific discovery with market and legal strategies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"regenerative medicine, agricultural biotechnology, and bioremediation\"}],\"text\":\"Regenerative medicine, agricultural biotechnology, and bioremediation.\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy\"}],\"text\":\"Market valuation, intellectual property, freedom-to-operate, and licensing strategy.\"}]}","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_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"86572403c966434cf75ccc789c11526b25e3479fb8e61d0b7b4354609fd6d32e","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"b49ea8817c0f956669b35f5c36cf82fa50c1ad014495750b7f7c16efc08649e2","record_version_id":"14abdfd142152bf41c1200a33903104c058f9b51c4fcb41241e44044d717c29f","job_id":"enrich-6556a505c10f448d98d02466","output_id":"c775f29148987fbe179154206f2a9e38cf3a44880b26ce9e8388b66e80d43820","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"ABT\"],\"timing\":\"prior\"},\"evidence\":\"ABT 700\",\"id\":\"req-1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"req-1\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"b49ea8817c0f956669b35f5c36cf82fa50c1ad014495750b7f7c16efc08649e2","record_version_id":"14abdfd142152bf41c1200a33903104c058f9b51c4fcb41241e44044d717c29f","job_id":"enrich-6556a505c10f448d98d02466","output_id":"c775f29148987fbe179154206f2a9e38cf3a44880b26ce9e8388b66e80d43820","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"requirements_text\",\"quote\":\"ABT 700\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"ABT 700\"}],\"search_phrases\":[\"biotechnology assessments\",\"regenerative medicine\",\"agricultural biotechnology\",\"bioremediation\",\"commercialization of technology\",\"intellectual property and licensing strategy\",\"freedom-to-operate (FTO)\",\"market valuation in biotech\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"Course links disciplines with the critical evaluative role played by scientific discovery, market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy by assessing the role each played in the commercialization of a specific technology.\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Assessing the role of scientific discovery, market valuation, intellectual property, FTO, and licensing strategy in commercialization\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Evaluate and describe systems of product research, development, and production\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Evaluating and describing systems of product research, development, and production\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Analyze the potential for commercialization of innovations within the biotechnology industry\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Analyzing the potential for commercialization of innovations within the biotechnology industry\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Demonstrate understanding of relevant domestic and global regulatory agencies, laws, policies, and guidance\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Understanding relevant domestic and global regulatory agencies, laws, policies, and guidance\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Assess intellectual property considerations in biotechnology\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Assessing intellectual property considerations in biotechnology\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"title\",\"quote\":\"ASSESSING INNOVATION IN BIOTECHNOLOGY\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"},{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"A survey of biotechnology assessments in areas such as regenerative medicine, agricultural biotechnology, and bioremediation. Course links disciplines with the critical evaluative role played by scientific discovery, market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy by assessing the role each played in the commercialization of a specific technology.\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Survey of biotechnology assessments in regenerative medicine, agriculture, and bioremediation, linking scientific discovery, IP, and licensing to commercialization.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"A survey of biotechnology assessments in areas such as regenerative medicine, agricultural biotechnology, and bioremediation.\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Regenerative medicine, agricultural biotechnology, and bioremediation\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"Course links disciplines with the critical evaluative role played by scientific discovery, market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy by assessing the role each played in the commercialization of a specific technology.\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Scientific discovery, market valuation, intellectual property, FTO, and licensing strategy in commercialization\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Identify and provide evidence-based solutions to problems in compliance, product development, personnel, and finance\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Compliance, product development, personnel, and finance\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Demonstrate understanding of relevant domestic and global regulatory agencies, laws, policies, and guidance\",\"source_url\":\"https://guide.wisc.edu/courses/abt/\"}],\"text\":\"Domestic and global regulatory agencies, laws, policies, and guidance\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"b49ea8817c0f956669b35f5c36cf82fa50c1ad014495750b7f7c16efc08649e2","record_version_id":"14abdfd142152bf41c1200a33903104c058f9b51c4fcb41241e44044d717c29f","job_id":"enrich-6556a505c10f448d98d02466","output_id":"c775f29148987fbe179154206f2a9e38cf3a44880b26ce9e8388b66e80d43820","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0a0fe7855b1a312dbf9870c81b257f09af5f990d21d53986d271cfb07e310809","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":700,\"minimum_grade\":null,\"subjects\":[\"ABT\"],\"timing\":\"prior\"},\"evidence\":\"ABT 700\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0a0fe7855b1a312dbf9870c81b257f09af5f990d21d53986d271cfb07e310809","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ABT 700\",\"field\":\"description\",\"quote\":\"Principles and techniques pertaining to biotechnology and its applications to our society. Survey of classical and emerging techniques.\"}],\"text\":\"Foundational knowledge of biotechnology principles and techniques.\"}],\"search_phrases\":[\"biotechnology assessment\",\"regenerative medicine\",\"agricultural biotechnology\",\"bioremediation\",\"market valuation\",\"intellectual property\",\"freedom-to-operate\",\"licensing strategy\",\"technology commercialization\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"assessing the role each played in the commercialization of a specific technology\"}],\"text\":\"Assessing the role of scientific discovery, market valuation, IP, and licensing in technology commercialization.\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"critical evaluative role played by scientific discovery, market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy\"}],\"text\":\"Evaluating scientific, market, and legal factors in biotechnology innovation.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"title\",\"quote\":\"ASSESSING INNOVATION IN BIOTECHNOLOGY\"},{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"A survey of biotechnology assessments in areas such as regenerative medicine, agricultural biotechnology, and bioremediation.\"}],\"text\":\"ABT 765 surveys biotechnology assessments in regenerative medicine, agriculture, and bioremediation, linking scientific discovery with market and legal strategies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"regenerative medicine, agricultural biotechnology, and bioremediation\"}],\"text\":\"Regenerative medicine, agricultural biotechnology, and bioremediation.\"},{\"evidence\":[{\"course_id\":\"ABT 765\",\"field\":\"description\",\"quote\":\"market valuation, intellectual property, freedom-to-operate (FTO), and licensing strategy\"}],\"text\":\"Market valuation, intellectual property, freedom-to-operate, and licensing strategy.\"}]}","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_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0a0fe7855b1a312dbf9870c81b257f09af5f990d21d53986d271cfb07e310809","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_9b41c89b5d57bba2a603c25d","course_id":"ABT 765","catalog_version_id":"448c2c9a47781ad75c6d3013fb45c076e58e4157ab10dabc1c950515ea527e99","record_version_id":"e63703ec29bdc3573f46999852c93960f13a7b64eb33ecf2aad58e6cc06277bd","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"0a0fe7855b1a312dbf9870c81b257f09af5f990d21d53986d271cfb07e310809","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4263206ecb1442ef6ac731c9cc3f52a37c363d875ea9e9ad075091a5fee547c7\",\"course_id\":\"ABT 765\",\"current_instructors\":[{\"instructor_uid\":\"instructor_fdc4b4df08b1bb55cd33fd1d\",\"message\":\"No course-specific reviews available\",\"name\":\"Natalie Betz\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=9 letter grades); Fall 2024: 3.93 GPA, 100.0% A/AB (n=15 letter grades); Fall 2025: 3.85 GPA, 95.8% A/AB (n=24 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"672f506f2fc2f46a071b9777f4a92cc197b2ccdeef25590e9285146d8c7e7f90\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 4.00 GPA, 100.0% A/AB (n=9 letter grades); Fall 2024: 3.93 GPA, 100.0% A/AB (n=15 letter grades); Fall 2025: 3.85 GPA, 95.8% A/AB (n=24 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ABT 765\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"source_record\":{\"entity_id\":\"eb010646-a252-3bb8-835c-b518c29f89dc\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"NATALIE BETZ is recorded teaching in 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":false}]