[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"4b3e3dc67674aa3b5a1b6c0465ae533ae08d43a62a5cc37c5b3565b16239d3dd","record_version_id":"081c95fa0e70212a35fb4a061179b5411daec4495cdd82f8c85490f0c51513a4","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"919898ec288e8ba263f10c2047d82680aadb24d44d6c0e299e622057eb171667","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req_course_412\",\"req_standing\",\"req_guest\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 412, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root_any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":412,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 412\",\"id\":\"req_course_412\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req_standing\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req_guest\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root_any\",\"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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"4b3e3dc67674aa3b5a1b6c0465ae533ae08d43a62a5cc37c5b3565b16239d3dd","record_version_id":"081c95fa0e70212a35fb4a061179b5411daec4495cdd82f8c85490f0c51513a4","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"919898ec288e8ba263f10c2047d82680aadb24d44d6c0e299e622057eb171667","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Develop and test software controllers for power electronic circuits\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"programming\"}],\"assumed_background\":[],\"search_phrases\":[\"power electronics lab\",\"power semiconductor device testing\",\"power circuit simulation\",\"PCB design and fabrication\",\"power quality measurement\",\"gating methods\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Measurement and simulation of power electronic circuit operating characteristics\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Construct and test hardware prototype of power electronic circuits\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Construction and testing of hardware prototypes\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Design, layout, fabricate board, procure components, assemble and test a power electronic circuit prototype\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Board design, layout, fabrication, assembly, and component procurement\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design a power electronic system including start-up, scheduling and housekeeping functions\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"System design including start-up, scheduling, and housekeeping functions\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"title\",\"quote\":\"POWER ELECTRONICS LABORATORY\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices. Emphasis is on devices, circuits, gating methods and power quality.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"A laboratory course focused on measuring and simulating power electronic circuits and devices, with emphasis on gating methods, power quality, and hands-on prototype construction.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"power electronic circuits and power semiconductor devices\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Power electronic circuits and semiconductor devices\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"gating methods and power quality\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Gating methods and power quality\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Design, layout, fabricate board, procure components, assemble and test a power electronic circuit prototype\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Hardware prototyping and PCB fabrication\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"start-up, scheduling and housekeeping functions\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"System control functions: start-up, scheduling, housekeeping\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"4b3e3dc67674aa3b5a1b6c0465ae533ae08d43a62a5cc37c5b3565b16239d3dd","record_version_id":"081c95fa0e70212a35fb4a061179b5411daec4495cdd82f8c85490f0c51513a4","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"919898ec288e8ba263f10c2047d82680aadb24d44d6c0e299e622057eb171667","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Arguably the best professor I have ever had in my life.\",\"course_id\":\"ECE 512\",\"date\":\"2023-05-31 19:21:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"70fab3705a2bb128c970051e\",\"instructor_id\":\"rmp:2143189\",\"instructor_name\":\"Steven Fredette\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\"}],\"evidence_count\":1,\"review_ids\":[\"70fab3705a2bb128c970051e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2143189\",\"name\":\"Steven Fredette\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2143189\",\"summary\":\"One reviewer describes Steven Fredette as arguably the best professor they have ever had.\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"4b3e3dc67674aa3b5a1b6c0465ae533ae08d43a62a5cc37c5b3565b16239d3dd","record_version_id":"081c95fa0e70212a35fb4a061179b5411daec4495cdd82f8c85490f0c51513a4","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"919898ec288e8ba263f10c2047d82680aadb24d44d6c0e299e622057eb171667","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"ac06f75c08fa807c8571623c1baf99abb1d4c6a854773708ff98fe2c5ac0caa9\",\"course_id\":\"ECE 512\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Past students rated the course difficulty as 5 out of 5.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students described Steven Fredette as arguably the best professor they had ever encountered.\"},{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE 512\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE 512\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.59 GPA, 87.0% A/AB (n=23 letter grades); Fall 2024: 3.89 GPA, 94.4% A/AB (n=18 letter grades); Fall 2025: 3.80 GPA, 90.0% A/AB (n=20 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Reviewers gave the course a high quality rating of 5 out of 5.\"}],\"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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"73f120fac386d0f9a4251fcad8a340972719239be8a613705bfad89ea06ac0c2","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 412, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":412,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 412\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"73f120fac386d0f9a4251fcad8a340972719239be8a613705bfad89ea06ac0c2","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 412\",\"field\":\"requirements_text\",\"quote\":\"E C E 342, graduate/professional standing, member of Engineering Guest Students, or declared in Capstone Certificate in Power Conversion and Control\"},{\"course_id\":\"ECE 342\",\"field\":\"description\",\"quote\":\"Modeling and application of semiconductor devices and integrated circuits. Advanced transistor amplifier analysis, including feedback effects. Design for power amplifiers, op-amps, analog filters, oscillators, A/D and D/A converters, and power converters.\"}],\"text\":\"Prerequisite ECE 412, which assumes ECE 342 covering semiconductor device modeling, amplifier analysis, and power converter design.\"}],\"search_phrases\":[\"power electronics laboratory measurement simulation\",\"ECE 512 power semiconductor devices gating methods\",\"power quality measurement lab ECE\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices\"}],\"text\":\"Measurement and simulation of power electronic circuit and device characteristics.\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"Emphasis is on devices, circuits, gating methods and power quality.\"}],\"text\":\"Analysis of devices, circuits, gating methods, and power quality.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices.\"}],\"text\":\"ECE 512 is a laboratory introducing measurement and simulation of power electronic circuits and semiconductor device characteristics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"power electronic circuits and power semiconductor devices\"}],\"text\":\"Power electronic circuits and power semiconductor devices\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"gating methods and power quality\"}],\"text\":\"Gating methods and power quality\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"73f120fac386d0f9a4251fcad8a340972719239be8a613705bfad89ea06ac0c2","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c15e7dcab3de7aa4e4b6877b918cbad3987b7286ed8b3ac339ca0f54845ce18a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 412, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":412,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 412\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c15e7dcab3de7aa4e4b6877b918cbad3987b7286ed8b3ac339ca0f54845ce18a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 412\",\"field\":\"requirements_text\",\"quote\":\"E C E 342, graduate/professional standing, member of Engineering Guest Students, or declared in Capstone Certificate in Power Conversion and Control\"},{\"course_id\":\"ECE 342\",\"field\":\"description\",\"quote\":\"Modeling and application of semiconductor devices and integrated circuits. Advanced transistor amplifier analysis, including feedback effects. Design for power amplifiers, op-amps, analog filters, oscillators, A/D and D/A converters, and power converters.\"}],\"text\":\"Prerequisite ECE 412, which assumes ECE 342 covering semiconductor device modeling, amplifier analysis, and power converter design.\"}],\"search_phrases\":[\"power electronics laboratory measurement simulation\",\"ECE 512 power semiconductor devices gating methods\",\"power quality measurement lab ECE\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices\"}],\"text\":\"Measurement and simulation of power electronic circuit and device characteristics.\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"Emphasis is on devices, circuits, gating methods and power quality.\"}],\"text\":\"Analysis of devices, circuits, gating methods, and power quality.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices.\"}],\"text\":\"ECE 512 is a laboratory introducing measurement and simulation of power electronic circuits and semiconductor device characteristics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"power electronic circuits and power semiconductor devices\"}],\"text\":\"Power electronic circuits and power semiconductor devices\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"gating methods and power quality\"}],\"text\":\"Gating methods and power quality\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c15e7dcab3de7aa4e4b6877b918cbad3987b7286ed8b3ac339ca0f54845ce18a","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Arguably the best professor I have ever had in my life.\",\"course_id\":\"ECE 512\",\"date\":\"2023-05-31 19:21:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"70fab3705a2bb128c970051e\",\"instructor_id\":\"rmp:2143189\",\"instructor_name\":\"Steven Fredette\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\"}],\"evidence_count\":1,\"review_ids\":[\"70fab3705a2bb128c970051e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2143189\",\"name\":\"Steven Fredette\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"Students highly praise the instructor's teaching ability, with one calling him the best professor they've ever had.\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"4b3e3dc67674aa3b5a1b6c0465ae533ae08d43a62a5cc37c5b3565b16239d3dd","record_version_id":"081c95fa0e70212a35fb4a061179b5411daec4495cdd82f8c85490f0c51513a4","job_id":"enrich-6556a505c10f448d98d02466","output_id":"6a9361d529bcda669622e4ade94dbf21ea815fcac13d724fe0a01049d8d5ee7f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req_course_412\",\"req_standing\",\"req_guest\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 412, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"root_any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":412,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 412\",\"id\":\"req_course_412\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req_standing\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"member of Engineering Guest Students\",\"course\":null,\"evidence\":\"member of Engineering Guest Students\",\"id\":\"req_guest\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root_any\",\"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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"4b3e3dc67674aa3b5a1b6c0465ae533ae08d43a62a5cc37c5b3565b16239d3dd","record_version_id":"081c95fa0e70212a35fb4a061179b5411daec4495cdd82f8c85490f0c51513a4","job_id":"enrich-6556a505c10f448d98d02466","output_id":"6a9361d529bcda669622e4ade94dbf21ea815fcac13d724fe0a01049d8d5ee7f","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Develop and test software controllers for power electronic circuits\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"label\":\"programming\"}],\"assumed_background\":[],\"search_phrases\":[\"power electronics lab\",\"power semiconductor device testing\",\"power circuit simulation\",\"PCB design and fabrication\",\"power quality measurement\",\"gating methods\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Measurement and simulation of power electronic circuit operating characteristics\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Construct and test hardware prototype of power electronic circuits\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Construction and testing of hardware prototypes\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Design, layout, fabricate board, procure components, assemble and test a power electronic circuit prototype\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Board design, layout, fabrication, assembly, and component procurement\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Design a power electronic system including start-up, scheduling and housekeeping functions\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"System design including start-up, scheduling, and housekeeping functions\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"title\",\"quote\":\"POWER ELECTRONICS LABORATORY\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"},{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices. Emphasis is on devices, circuits, gating methods and power quality.\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"A laboratory course focused on measuring and simulating power electronic circuits and devices, with emphasis on gating methods, power quality, and hands-on prototype construction.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"power electronic circuits and power semiconductor devices\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Power electronic circuits and semiconductor devices\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"gating methods and power quality\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Gating methods and power quality\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Design, layout, fabricate board, procure components, assemble and test a power electronic circuit prototype\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"Hardware prototyping and PCB fabrication\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"start-up, scheduling and housekeeping functions\",\"source_url\":\"https://guide.wisc.edu/courses/e_c_e/\"}],\"text\":\"System control functions: start-up, scheduling, housekeeping\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"4b3e3dc67674aa3b5a1b6c0465ae533ae08d43a62a5cc37c5b3565b16239d3dd","record_version_id":"081c95fa0e70212a35fb4a061179b5411daec4495cdd82f8c85490f0c51513a4","job_id":"enrich-6556a505c10f448d98d02466","output_id":"6a9361d529bcda669622e4ade94dbf21ea815fcac13d724fe0a01049d8d5ee7f","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Arguably the best professor I have ever had in my life.\",\"course_id\":\"ECE 512\",\"date\":\"2023-05-31 19:21:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"70fab3705a2bb128c970051e\",\"instructor_id\":\"rmp:2143189\",\"instructor_name\":\"Steven Fredette\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\"}],\"evidence_count\":1,\"review_ids\":[\"70fab3705a2bb128c970051e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2143189\",\"name\":\"Steven Fredette\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2143189\",\"summary\":\"One reviewer describes Steven Fredette as arguably the best professor they have ever had.\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1ed400413fdb70b2c852f4c0572406fa1a7d2711ea4f23113e53fc13f8a49ba8","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 412, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":412,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 412\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1ed400413fdb70b2c852f4c0572406fa1a7d2711ea4f23113e53fc13f8a49ba8","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 412\",\"field\":\"requirements_text\",\"quote\":\"E C E 342, graduate/professional standing, member of Engineering Guest Students, or declared in Capstone Certificate in Power Conversion and Control\"},{\"course_id\":\"ECE 342\",\"field\":\"description\",\"quote\":\"Modeling and application of semiconductor devices and integrated circuits. Advanced transistor amplifier analysis, including feedback effects. Design for power amplifiers, op-amps, analog filters, oscillators, A/D and D/A converters, and power converters.\"}],\"text\":\"Prerequisite ECE 412, which assumes ECE 342 covering semiconductor device modeling, amplifier analysis, and power converter design.\"}],\"search_phrases\":[\"power electronics laboratory measurement simulation\",\"ECE 512 power semiconductor devices gating methods\",\"power quality measurement lab ECE\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices\"}],\"text\":\"Measurement and simulation of power electronic circuit and device characteristics.\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"Emphasis is on devices, circuits, gating methods and power quality.\"}],\"text\":\"Analysis of devices, circuits, gating methods, and power quality.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices.\"}],\"text\":\"ECE 512 is a laboratory introducing measurement and simulation of power electronic circuits and semiconductor device characteristics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"power electronic circuits and power semiconductor devices\"}],\"text\":\"Power electronic circuits and power semiconductor devices\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"gating methods and power quality\"}],\"text\":\"Gating methods and power quality\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1ed400413fdb70b2c852f4c0572406fa1a7d2711ea4f23113e53fc13f8a49ba8","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Arguably the best professor I have ever had in my life.\",\"course_id\":\"ECE 512\",\"date\":\"2023-05-31 19:21:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"70fab3705a2bb128c970051e\",\"instructor_id\":\"rmp:2143189\",\"instructor_name\":\"Steven Fredette\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\"}],\"evidence_count\":1,\"review_ids\":[\"70fab3705a2bb128c970051e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2143189\",\"name\":\"Steven Fredette\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"Students highly praise the instructor's teaching ability, with one calling him the best professor they've ever had.\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1ed400413fdb70b2c852f4c0572406fa1a7d2711ea4f23113e53fc13f8a49ba8","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"b54441c83f139fc9aba122418a020842e71df39a39ac929c41c02846f99dcefe\",\"course_id\":\"ECE 512\",\"current_instructors\":[{\"instructor_uid\":\"instructor_79d44a3f2cf8d53550076114\",\"message\":\"No course-specific reviews available\",\"name\":\"Patrick Flannery\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3150819\",\"summary\":[{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.80 GPA, 90.0% A/AB (n=20 letter grades).\"}]}],\"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\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.59 GPA, 87.0% A/AB (n=23 letter grades); Fall 2024: 3.89 GPA, 94.4% A/AB (n=18 letter grades); Fall 2025: 3.80 GPA, 90.0% A/AB (n=20 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PATRICK FLANNERY is recorded teaching in 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":"[{\"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"9ccd7f11c8d4611ef1328655fa13b6c7049866d35042c0b90d7deb52e4f989a3","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 412, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":412,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 412\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"9ccd7f11c8d4611ef1328655fa13b6c7049866d35042c0b90d7deb52e4f989a3","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 412\",\"field\":\"requirements_text\",\"quote\":\"E C E 342, graduate/professional standing, member of Engineering Guest Students, or declared in Capstone Certificate in Power Conversion and Control\"},{\"course_id\":\"ECE 342\",\"field\":\"description\",\"quote\":\"Modeling and application of semiconductor devices and integrated circuits. Advanced transistor amplifier analysis, including feedback effects. Design for power amplifiers, op-amps, analog filters, oscillators, A/D and D/A converters, and power converters.\"}],\"text\":\"Prerequisite ECE 412, which assumes ECE 342 covering semiconductor device modeling, amplifier analysis, and power converter design.\"}],\"search_phrases\":[\"power electronics laboratory measurement simulation\",\"ECE 512 power semiconductor devices gating methods\",\"power quality measurement lab ECE\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices\"}],\"text\":\"Measurement and simulation of power electronic circuit and device characteristics.\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"Emphasis is on devices, circuits, gating methods and power quality.\"}],\"text\":\"Analysis of devices, circuits, gating methods, and power quality.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices.\"}],\"text\":\"ECE 512 is a laboratory introducing measurement and simulation of power electronic circuits and semiconductor device characteristics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"power electronic circuits and power semiconductor devices\"}],\"text\":\"Power electronic circuits and power semiconductor devices\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"gating methods and power quality\"}],\"text\":\"Gating methods and power quality\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"9ccd7f11c8d4611ef1328655fa13b6c7049866d35042c0b90d7deb52e4f989a3","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Arguably the best professor I have ever had in my life.\",\"course_id\":\"ECE 512\",\"date\":\"2023-05-31 19:21:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"70fab3705a2bb128c970051e\",\"instructor_id\":\"rmp:2143189\",\"instructor_name\":\"Steven Fredette\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\"}],\"evidence_count\":1,\"review_ids\":[\"70fab3705a2bb128c970051e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2143189\",\"name\":\"Steven Fredette\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"Students highly praise the instructor's teaching ability, with one calling him the best professor they've ever had.\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-ecd149b6a6e0877fce2f3d1c","output_id":"9ccd7f11c8d4611ef1328655fa13b6c7049866d35042c0b90d7deb52e4f989a3","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"b54441c83f139fc9aba122418a020842e71df39a39ac929c41c02846f99dcefe\",\"course_id\":\"ECE 512\",\"current_instructors\":[{\"instructor_uid\":\"instructor_79d44a3f2cf8d53550076114\",\"message\":\"No course-specific reviews available\",\"name\":\"Patrick Flannery\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3150819\",\"summary\":[{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.80 GPA, 90.0% A/AB (n=20 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"text\":\"The course is rated as very difficult by the historical reviewer.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"text\":\"Historical reviews for instructor Steven Fredette describe him as arguably the best professor the reviewer has ever had, citing a five-star quality rating. The reviewer also assigned a five-star difficulty rating, indicating a challenging experience.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"text\":\"Historical reviews for Steven Fredette describe him as arguably the best professor ever, though the course is rated as very difficult.\"},{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.59 GPA, 87.0% A/AB (n=23 letter grades); Fall 2024: 3.89 GPA, 94.4% A/AB (n=18 letter grades); Fall 2025: 3.80 GPA, 90.0% A/AB (n=20 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"text\":\"The historical reviewer had an exceptional experience with instructor Steven Fredette.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PATRICK FLANNERY is recorded teaching in 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},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"27f83dea9e2a789b8a6df4b8785079d61034bce8f33428e1db7ab6914a819947","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E C E 412, graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":412,\"minimum_grade\":null,\"subjects\":[\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"E C E 412\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing, or member of Engineering Guest Students\",\"course\":null,\"evidence\":\"graduate/professional standing, or member of Engineering Guest Students\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"27f83dea9e2a789b8a6df4b8785079d61034bce8f33428e1db7ab6914a819947","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ECE 412\",\"field\":\"requirements_text\",\"quote\":\"E C E 342, graduate/professional standing, member of Engineering Guest Students, or declared in Capstone Certificate in Power Conversion and Control\"},{\"course_id\":\"ECE 342\",\"field\":\"description\",\"quote\":\"Modeling and application of semiconductor devices and integrated circuits. Advanced transistor amplifier analysis, including feedback effects. Design for power amplifiers, op-amps, analog filters, oscillators, A/D and D/A converters, and power converters.\"}],\"text\":\"Prerequisite ECE 412, which assumes ECE 342 covering semiconductor device modeling, amplifier analysis, and power converter design.\"}],\"search_phrases\":[\"power electronics laboratory measurement simulation\",\"ECE 512 power semiconductor devices gating methods\",\"power quality measurement lab ECE\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices\"}],\"text\":\"Measurement and simulation of power electronic circuit and device characteristics.\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"Emphasis is on devices, circuits, gating methods and power quality.\"}],\"text\":\"Analysis of devices, circuits, gating methods, and power quality.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"This laboratory introduces the student to measurement and simulation of important operating characteristics of power electronic circuits and power semiconductor devices.\"}],\"text\":\"ECE 512 is a laboratory introducing measurement and simulation of power electronic circuits and semiconductor device characteristics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"power electronic circuits and power semiconductor devices\"}],\"text\":\"Power electronic circuits and power semiconductor devices\"},{\"evidence\":[{\"course_id\":\"ECE 512\",\"field\":\"description\",\"quote\":\"gating methods and power quality\"}],\"text\":\"Gating methods and power quality\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"27f83dea9e2a789b8a6df4b8785079d61034bce8f33428e1db7ab6914a819947","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Arguably the best professor I have ever had in my life.\",\"course_id\":\"ECE 512\",\"date\":\"2023-05-31 19:21:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"70fab3705a2bb128c970051e\",\"instructor_id\":\"rmp:2143189\",\"instructor_name\":\"Steven Fredette\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\"}],\"evidence_count\":1,\"review_ids\":[\"70fab3705a2bb128c970051e\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2143189\",\"name\":\"Steven Fredette\"}],\"review_year_end\":\"2023\",\"review_year_start\":\"2023\"},\"sentiment\":\"positive\",\"summary\":\"Students highly praise the instructor's teaching ability, with one calling him the best professor they've ever had.\"}]}","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_b87ee26bf10556cb2d9b5911","course_id":"ECE 512","catalog_version_id":"c5c44230e783ac916199e424d56df86b03bde8b26f46fe629ce12edd9c24788f","record_version_id":"329965dbe867aa1756b575c833ed153f1f9f6260abd9ef04518c8d5b10f3b77e","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"27f83dea9e2a789b8a6df4b8785079d61034bce8f33428e1db7ab6914a819947","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"b54441c83f139fc9aba122418a020842e71df39a39ac929c41c02846f99dcefe\",\"course_id\":\"ECE 512\",\"current_instructors\":[{\"instructor_uid\":\"instructor_79d44a3f2cf8d53550076114\",\"message\":\"No course-specific reviews available\",\"name\":\"Patrick Flannery\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3150819\",\"summary\":[{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2025: 3.80 GPA, 90.0% A/AB (n=20 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"text\":\"The course is rated as very difficult by the historical reviewer.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"text\":\"No reviews are available for current instructor Patrick Flannery. Historical reviews for Steven Fredette describe him as arguably the best professor the reviewer has ever had, with a quality rating of 5.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"text\":\"Historical reviews for Steven Fredette describe him as arguably the best professor ever, though the course is rated as very difficult.\"},{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 3.59 GPA, 87.0% A/AB (n=23 letter grades); Fall 2024: 3.89 GPA, 94.4% A/AB (n=18 letter grades); Fall 2025: 3.80 GPA, 90.0% A/AB (n=20 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Steven Fredette\",\"review_date\":\"2023-05-31 19:21:23 +0000 UTC\",\"review_id\":\"70fab3705a2bb128c970051e\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2143189\",\"source_review_id\":\"UmF0aW5nLTM4MDA5ODA0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2143189\",\"type\":\"review\"}],\"text\":\"The historical reviewer had an exceptional experience with instructor Steven Fredette.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 512\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"source_record\":{\"entity_id\":\"23d1e3b2-ee98-39ec-91d3-e755d0e8be69\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"PATRICK FLANNERY is recorded teaching in 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}]