[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"3212bacbeaf184dc379f240734ccf7cdadec5aadef3319b0bb9163ffa49c7bdc","record_version_id":"7c3c11ec148f45b6cb39dd5aac2da30b7f685a7c2fcd94dee2f45cfab811d264","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"e0a426386b1c68e98dca84a0c28475759a77d63541085e9ffc01fd601660cc54","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req_course_645\",\"req_cert_powertrain\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 645or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"root_any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":645,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 645\",\"id\":\"req_course_645\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"req_cert_powertrain\",\"kind\":\"condition\"}],\"notes\":[\"Missing space between '645' and 'or' in source text suggests a missing delimiter; interpreted as an OR condition based on standard catalog formatting.\"],\"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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"3212bacbeaf184dc379f240734ccf7cdadec5aadef3319b0bb9163ffa49c7bdc","record_version_id":"7c3c11ec148f45b6cb39dd5aac2da30b7f685a7c2fcd94dee2f45cfab811d264","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"e0a426386b1c68e98dca84a0c28475759a77d63541085e9ffc01fd601660cc54","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"requirements_text\",\"quote\":\"E P D 645or declared in Capstone Certificate in Powertrain Electrification\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Knowledge of EPD 645 or declaration in the Capstone Certificate in Powertrain Electrification.\"}],\"search_phrases\":[\"electric drives traction applications\",\"brush DC motor control\",\"PM synchronous machine drives\",\"reluctance and induction machines\",\"power electronics device physics\",\"electromagnetic torque control\",\"motoring and generating modes\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Develop techniques to control the electromagnetic torque of the machine with drives\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Developing techniques to control electromagnetic torque using electric drives.\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Compare various forms of control of electric machines\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Comparing various forms of control for electric machines.\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Gain background to apply technical publications on this topic\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Applying technical publications related to electric drives.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications. The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored. Begins with the basics of drives and extends to the device physics of power electronics used in drives.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Explores electric drives for traction applications, covering brush DC, PM synchronous, reluctance, and induction machines from basics to power electronics device physics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Fundamental drives of brush DC, PM synchronous, reluctance, and induction machines.\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"extends to the device physics of power electronics used in drives\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Device physics of power electronics used in drives.\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Provide specific application examples of drives used in traction applications\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Specific application examples of drives in traction applications.\"}]}","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"3212bacbeaf184dc379f240734ccf7cdadec5aadef3319b0bb9163ffa49c7bdc","record_version_id":"7c3c11ec148f45b6cb39dd5aac2da30b7f685a7c2fcd94dee2f45cfab811d264","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"e0a426386b1c68e98dca84a0c28475759a77d63541085e9ffc01fd601660cc54","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"3212bacbeaf184dc379f240734ccf7cdadec5aadef3319b0bb9163ffa49c7bdc","record_version_id":"7c3c11ec148f45b6cb39dd5aac2da30b7f685a7c2fcd94dee2f45cfab811d264","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"e0a426386b1c68e98dca84a0c28475759a77d63541085e9ffc01fd601660cc54","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"9b1f38bc408d36cf68f143bc76bc87c17b1ea8482227a5484aa4156fbecdfbbd\",\"course_id\":\"EPD 646\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EPD 646\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"340a5bc7-952e-3cac-ac3e-9884a0f8cdbb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"EPD 646\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"340a5bc7-952e-3cac-ac3e-9884a0f8cdbb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.57 GPA, 71.4% A/AB (n=7 letter grades); Spring 2024: 3.64 GPA, 81.8% A/AB (n=11 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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"7ed06f08e2b177098d4746f967b72bfce88b59f6f1a3dd357fa60b8fc642e72f","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n0\",\"n1\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 645or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":645,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 645\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Node n0 references itself; remove the self-reference.\nCycle reaches node n0; requirement graphs must be trees.\nUnreachable nodes: n2; connect all conditions and exclusions to the root.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"7ed06f08e2b177098d4746f967b72bfce88b59f6f1a3dd357fa60b8fc642e72f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 645\",\"field\":\"description\",\"quote\":\"Reviews the physics of electric machines. Covers electric machine operation used both in motoring and generating modes necessary in traction applications. The fundamentals of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Fundamentals of electric machine operation and physics\"}],\"search_phrases\":[\"electric drives traction\",\"power electronics device physics\",\"EPD 646 electric drives\",\"motor control applications\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications.\"}],\"text\":\"Electric drives operation in motoring and generating modes\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Analysis of fundamental drive types (brush DC, PM synchronous, reluctance, induction)\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"extends to the device physics of power electronics used in drives.\"}],\"text\":\"Device physics of power electronics in drives\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"title\",\"quote\":\"ELECTRIC DRIVES FOR TRACTION APPLICATIONS\"},{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications.\"}],\"text\":\"EPD 646 covers electric drives for traction, exploring machine fundamentals and power electronics device physics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Brush DC, PM synchronous, reluctance, and induction machines\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"device physics of power electronics used in drives\"}],\"text\":\"Power electronics device physics\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"motoring and generating modes necessary in traction applications\"}],\"text\":\"Traction applications motoring and generating modes\"}]}","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"7ed06f08e2b177098d4746f967b72bfce88b59f6f1a3dd357fa60b8fc642e72f","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e73e66efc5683c92701f8bc2fb3e62b930c9a99fc6324d08c2c6bee30fa1a835","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 645or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":645,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 645\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e73e66efc5683c92701f8bc2fb3e62b930c9a99fc6324d08c2c6bee30fa1a835","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 645\",\"field\":\"description\",\"quote\":\"Reviews the physics of electric machines. Covers electric machine operation used both in motoring and generating modes necessary in traction applications. The fundamentals of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Fundamentals of electric machine operation and physics\"}],\"search_phrases\":[\"electric drives traction\",\"power electronics device physics\",\"EPD 646 electric drives\",\"motor control applications\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications.\"}],\"text\":\"Electric drives operation in motoring and generating modes\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Analysis of fundamental drive types (brush DC, PM synchronous, reluctance, induction)\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"extends to the device physics of power electronics used in drives.\"}],\"text\":\"Device physics of power electronics in drives\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"title\",\"quote\":\"ELECTRIC DRIVES FOR TRACTION APPLICATIONS\"},{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications.\"}],\"text\":\"EPD 646 covers electric drives for traction, exploring machine fundamentals and power electronics device physics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Brush DC, PM synchronous, reluctance, and induction machines\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"device physics of power electronics used in drives\"}],\"text\":\"Power electronics device physics\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"motoring and generating modes necessary in traction applications\"}],\"text\":\"Traction applications motoring and generating modes\"}]}","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"e73e66efc5683c92701f8bc2fb3e62b930c9a99fc6324d08c2c6bee30fa1a835","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"3212bacbeaf184dc379f240734ccf7cdadec5aadef3319b0bb9163ffa49c7bdc","record_version_id":"7c3c11ec148f45b6cb39dd5aac2da30b7f685a7c2fcd94dee2f45cfab811d264","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0ea8b930ef1689f3bded03bb90007acbd45a47bd53f6750dc44528a35b1f955d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req_course_645\",\"req_cert_powertrain\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 645or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"root_any\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":645,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 645\",\"id\":\"req_course_645\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"req_cert_powertrain\",\"kind\":\"condition\"}],\"notes\":[\"Missing space between '645' and 'or' in source text suggests a missing delimiter; interpreted as an OR condition based on standard catalog formatting.\"],\"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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"3212bacbeaf184dc379f240734ccf7cdadec5aadef3319b0bb9163ffa49c7bdc","record_version_id":"7c3c11ec148f45b6cb39dd5aac2da30b7f685a7c2fcd94dee2f45cfab811d264","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0ea8b930ef1689f3bded03bb90007acbd45a47bd53f6750dc44528a35b1f955d","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"requirements_text\",\"quote\":\"E P D 645or declared in Capstone Certificate in Powertrain Electrification\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Knowledge of EPD 645 or declaration in the Capstone Certificate in Powertrain Electrification.\"}],\"search_phrases\":[\"electric drives traction applications\",\"brush DC motor control\",\"PM synchronous machine drives\",\"reluctance and induction machines\",\"power electronics device physics\",\"electromagnetic torque control\",\"motoring and generating modes\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Develop techniques to control the electromagnetic torque of the machine with drives\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Developing techniques to control electromagnetic torque using electric drives.\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Compare various forms of control of electric machines\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Comparing various forms of control for electric machines.\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Gain background to apply technical publications on this topic\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Applying technical publications related to electric drives.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications. The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored. Begins with the basics of drives and extends to the device physics of power electronics used in drives.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Explores electric drives for traction applications, covering brush DC, PM synchronous, reluctance, and induction machines from basics to power electronics device physics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Fundamental drives of brush DC, PM synchronous, reluctance, and induction machines.\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"extends to the device physics of power electronics used in drives\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Device physics of power electronics used in drives.\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Provide specific application examples of drives used in traction applications\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Specific application examples of drives in traction applications.\"}]}","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"3212bacbeaf184dc379f240734ccf7cdadec5aadef3319b0bb9163ffa49c7bdc","record_version_id":"7c3c11ec148f45b6cb39dd5aac2da30b7f685a7c2fcd94dee2f45cfab811d264","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0ea8b930ef1689f3bded03bb90007acbd45a47bd53f6750dc44528a35b1f955d","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":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-789789da373eecc1ff75f626","output_id":"08a0a0c6850d6d27b335d0a95943209b2d2b90b5ae2c43a47a55abada89b90ab","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 645or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":645,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 645\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-789789da373eecc1ff75f626","output_id":"08a0a0c6850d6d27b335d0a95943209b2d2b90b5ae2c43a47a55abada89b90ab","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 645\",\"field\":\"description\",\"quote\":\"Reviews the physics of electric machines. Covers electric machine operation used both in motoring and generating modes necessary in traction applications. The fundamentals of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Fundamentals of electric machine operation and physics\"}],\"search_phrases\":[\"electric drives traction\",\"power electronics device physics\",\"EPD 646 electric drives\",\"motor control applications\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications.\"}],\"text\":\"Electric drives operation in motoring and generating modes\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Analysis of fundamental drive types (brush DC, PM synchronous, reluctance, induction)\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"extends to the device physics of power electronics used in drives.\"}],\"text\":\"Device physics of power electronics in drives\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"title\",\"quote\":\"ELECTRIC DRIVES FOR TRACTION APPLICATIONS\"},{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications.\"}],\"text\":\"EPD 646 covers electric drives for traction, exploring machine fundamentals and power electronics device physics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Brush DC, PM synchronous, reluctance, and induction machines\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"device physics of power electronics used in drives\"}],\"text\":\"Power electronics device physics\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"motoring and generating modes necessary in traction applications\"}],\"text\":\"Traction applications motoring and generating modes\"}]}","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-789789da373eecc1ff75f626","output_id":"08a0a0c6850d6d27b335d0a95943209b2d2b90b5ae2c43a47a55abada89b90ab","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"058a3395216fd8d793a8e72cfc62e4086809f3e6ecef34aadebe84a14ebdbfd2","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"E P D 645or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":645,\"minimum_grade\":null,\"subjects\":[\"EPD\"],\"timing\":\"prior\"},\"evidence\":\"E P D 645\",\"id\":\"n1\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root\",\"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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"058a3395216fd8d793a8e72cfc62e4086809f3e6ecef34aadebe84a14ebdbfd2","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 645\",\"field\":\"description\",\"quote\":\"Reviews the physics of electric machines. Covers electric machine operation used both in motoring and generating modes necessary in traction applications. The fundamentals of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Fundamentals of electric machine operation and physics\"}],\"search_phrases\":[\"electric drives traction\",\"power electronics device physics\",\"EPD 646 electric drives\",\"motor control applications\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications.\"}],\"text\":\"Electric drives operation in motoring and generating modes\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Analysis of fundamental drive types (brush DC, PM synchronous, reluctance, induction)\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"extends to the device physics of power electronics used in drives.\"}],\"text\":\"Device physics of power electronics in drives\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"title\",\"quote\":\"ELECTRIC DRIVES FOR TRACTION APPLICATIONS\"},{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"Electric drives operation used both in motoring and generating modes necessary in traction applications.\"}],\"text\":\"EPD 646 covers electric drives for traction, exploring machine fundamentals and power electronics device physics.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"The fundamental drives of brush DC, PM synchronous, reluctance, and induction machines are explored.\"}],\"text\":\"Brush DC, PM synchronous, reluctance, and induction machines\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"device physics of power electronics used in drives\"}],\"text\":\"Power electronics device physics\"},{\"evidence\":[{\"course_id\":\"EPD 646\",\"field\":\"description\",\"quote\":\"motoring and generating modes necessary in traction applications\"}],\"text\":\"Traction applications motoring and generating modes\"}]}","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"058a3395216fd8d793a8e72cfc62e4086809f3e6ecef34aadebe84a14ebdbfd2","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_8a3c1ef14c4a1624a45768c4","course_id":"EPD 646","catalog_version_id":"dcb7887c1c4e9e87529eccebbc53496306ddfa328328a1bbe8ea9e98c98447b4","record_version_id":"fa91de53c6da3fd9637308945ece62dc215c15f868d6ea7e435c8d93c83b1f91","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"058a3395216fd8d793a8e72cfc62e4086809f3e6ecef34aadebe84a14ebdbfd2","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"03ddcd09f57e79c4e14900504318805357412fa2c59664baa5e909aa0c01c9a1\",\"course_id\":\"EPD 646\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EPD 646\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"340a5bc7-952e-3cac-ac3e-9884a0f8cdbb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"EPD 646\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"340a5bc7-952e-3cac-ac3e-9884a0f8cdbb\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.57 GPA, 71.4% A/AB (n=7 letter grades); Spring 2024: 3.64 GPA, 81.8% A/AB (n=11 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]