[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"5a5486ef6151f5a0a53fb51f500ad4cac66983f7ff7620b5a8c019934b74c518","record_version_id":"878e9c0f2a0eb8d37ccf0dd6f309eb8901aff3062d65eb1b3801b0318366717d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"db45aabf3e177a361cea667f14099a5f07bc5640663b330f1e2914d030f92340","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"c1\",\"c2\",\"c3\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing, declared in Capstone Certificate in Engine Design, or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"r1\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"c1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Engine Design\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Engine Design\",\"id\":\"c2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"c3\",\"kind\":\"condition\"}],\"notes\":[\"Comma between standing and first certificate treated as alternative separator consistent with subsequent 'or' conjunctions.\"],\"root\":\"r1\",\"status\":\"needs_review\"}","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"5a5486ef6151f5a0a53fb51f500ad4cac66983f7ff7620b5a8c019934b74c518","record_version_id":"878e9c0f2a0eb8d37ccf0dd6f309eb8901aff3062d65eb1b3801b0318366717d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"db45aabf3e177a361cea667f14099a5f07bc5640663b330f1e2914d030f92340","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"label\":\"presentations\"}],\"assumed_background\":[],\"search_phrases\":[\"engine modeling seminar\",\"capstone certificate in engine design\",\"powertrain electrification modeling\",\"engine analysis tools evaluation\",\"model construction and calibration\",\"selecting analytical tools for engine projects\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Define an effective framework for using and assessing computer modeling tools and procedures.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Defining frameworks for using and assessing computer modeling tools and procedures\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Select the analytical tools most appropriate for any given engine design/development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Selecting analytical tools appropriate for specific engine design or development projects\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Evaluate the capability, application, and limitations of the various classes of engine analysis tools and describe how experiment and analysis complement those tools.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Evaluating capabilities, applications, and limitations of engine analysis tools and their relationship to experiments\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"title\",\"quote\":\"PERSPECTIVES ON ENGINE MODELING SEMINAR\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"},{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"A seminar on integrating modeling tools into engine design projects through problem definition, tool selection, model construction, calibration, and data presentation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Problem definition, planning, and integration of modeling tools into engine design projects\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Evaluate the capability, application, and limitations of the various classes of engine analysis tools and describe how experiment and analysis complement those tools.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Capabilities, applications, and limitations of engine analysis tools\"}]}","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"5a5486ef6151f5a0a53fb51f500ad4cac66983f7ff7620b5a8c019934b74c518","record_version_id":"878e9c0f2a0eb8d37ccf0dd6f309eb8901aff3062d65eb1b3801b0318366717d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"db45aabf3e177a361cea667f14099a5f07bc5640663b330f1e2914d030f92340","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"5a5486ef6151f5a0a53fb51f500ad4cac66983f7ff7620b5a8c019934b74c518","record_version_id":"878e9c0f2a0eb8d37ccf0dd6f309eb8901aff3062d65eb1b3801b0318366717d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"db45aabf3e177a361cea667f14099a5f07bc5640663b330f1e2914d030f92340","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4dbe5d090d1ff1884a1cec176f17a4745746f46721da15c25f910a8cb40ce315\",\"course_id\":\"EPD 627\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EPD 627\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"215bcf8e-ae81-3b2f-9acf-10b01d799126\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"EPD 627\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"215bcf8e-ae81-3b2f-9acf-10b01d799126\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"EPD 627\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"215bcf8e-ae81-3b2f-9acf-10b01d799126\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2017: 4.00 GPA, 100.0% A/AB (n=10 letter grades); Fall 2020: 4.00 GPA, 100.0% A/AB (n=15 letter grades); Fall 2023: 3.94 GPA, 100.0% A/AB (n=17 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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"b9bad13e8516f058a737075bdbd6b79f3995d9bcf0d7f3dea53d51672bc0025f","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing, declared in Capstone Certificate in Engine Design, or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Engine Design\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Engine Design\",\"id\":\"n2\",\"kind\":\"condition\"}],\"notes\":[\"Third condition 'declared in Capstone Certificate in Powertrain Electrification' is a verbatim condition leaf but was omitted from the node list due to a parsing error in the previous turn's logic which only captured two children for the 'n\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Non-course conditions must preserve verbatim source text","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"b9bad13e8516f058a737075bdbd6b79f3995d9bcf0d7f3dea53d51672bc0025f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Graduate or professional student standing\"}],\"search_phrases\":[\"engine modeling\",\"model calibration\",\"engine design project\",\"powertrain electrification\",\"modeling tools integration\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning\"}],\"text\":\"Problem definition and planning\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"tool selection\"}],\"text\":\"Tool selection\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"model construction, calibration\"}],\"text\":\"Model construction and calibration\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"application and data presentation\"}],\"text\":\"Application and data presentation\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"integrate the most appropriate modeling tools\"}],\"text\":\"Integration of modeling tools\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"title\",\"quote\":\"PERSPECTIVES ON ENGINE MODELING SEMINAR\"},{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\"}],\"text\":\"A seminar on problem definition, planning, and modeling techniques for engine design projects.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"engine design and development project\"}],\"text\":\"Engine design and development\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"modeling tools\"}],\"text\":\"Modeling tools\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"data presentation\"}],\"text\":\"Data presentation\"}]}","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"b9bad13e8516f058a737075bdbd6b79f3995d9bcf0d7f3dea53d51672bc0025f","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9048851848e4e431731e09b57ea5b7d23c833a6a6627d1afe55b5f5b03bb4dc4","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing, declared in Capstone Certificate in Engine Design, or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Engine Design\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Engine Design\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n3\",\"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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9048851848e4e431731e09b57ea5b7d23c833a6a6627d1afe55b5f5b03bb4dc4","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Graduate or professional student standing\"}],\"search_phrases\":[\"engine modeling\",\"model calibration\",\"engine design project\",\"powertrain electrification\",\"modeling tools integration\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning\"}],\"text\":\"Problem definition and planning\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"tool selection\"}],\"text\":\"Tool selection\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"model construction, calibration\"}],\"text\":\"Model construction and calibration\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"application and data presentation\"}],\"text\":\"Application and data presentation\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"integrate the most appropriate modeling tools\"}],\"text\":\"Integration of modeling tools\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"title\",\"quote\":\"PERSPECTIVES ON ENGINE MODELING SEMINAR\"},{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\"}],\"text\":\"A seminar on problem definition, planning, and modeling techniques for engine design projects.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"engine design and development project\"}],\"text\":\"Engine design and development\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"modeling tools\"}],\"text\":\"Modeling tools\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"data presentation\"}],\"text\":\"Data presentation\"}]}","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9048851848e4e431731e09b57ea5b7d23c833a6a6627d1afe55b5f5b03bb4dc4","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"5a5486ef6151f5a0a53fb51f500ad4cac66983f7ff7620b5a8c019934b74c518","record_version_id":"878e9c0f2a0eb8d37ccf0dd6f309eb8901aff3062d65eb1b3801b0318366717d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"d3d08be2e39d257b25aa53cbd5b8341a653f3543a6e438350f97446330e5298d","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"c1\",\"c2\",\"c3\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing, declared in Capstone Certificate in Engine Design, or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"r1\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"c1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Engine Design\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Engine Design\",\"id\":\"c2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"c3\",\"kind\":\"condition\"}],\"notes\":[\"Comma between standing and first certificate treated as alternative separator consistent with subsequent 'or' conjunctions.\"],\"root\":\"r1\",\"status\":\"needs_review\"}","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"5a5486ef6151f5a0a53fb51f500ad4cac66983f7ff7620b5a8c019934b74c518","record_version_id":"878e9c0f2a0eb8d37ccf0dd6f309eb8901aff3062d65eb1b3801b0318366717d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"d3d08be2e39d257b25aa53cbd5b8341a653f3543a6e438350f97446330e5298d","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"label\":\"presentations\"}],\"assumed_background\":[],\"search_phrases\":[\"engine modeling seminar\",\"capstone certificate in engine design\",\"powertrain electrification modeling\",\"engine analysis tools evaluation\",\"model construction and calibration\",\"selecting analytical tools for engine projects\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Define an effective framework for using and assessing computer modeling tools and procedures.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Defining frameworks for using and assessing computer modeling tools and procedures\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Select the analytical tools most appropriate for any given engine design/development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Selecting analytical tools appropriate for specific engine design or development projects\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Evaluate the capability, application, and limitations of the various classes of engine analysis tools and describe how experiment and analysis complement those tools.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Evaluating capabilities, applications, and limitations of engine analysis tools and their relationship to experiments\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"title\",\"quote\":\"PERSPECTIVES ON ENGINE MODELING SEMINAR\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"},{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"A seminar on integrating modeling tools into engine design projects through problem definition, tool selection, model construction, calibration, and data presentation.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Problem definition, planning, and integration of modeling tools into engine design projects\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Evaluate the capability, application, and limitations of the various classes of engine analysis tools and describe how experiment and analysis complement those tools.\",\"source_url\":\"https://guide.wisc.edu/courses/e_p_d/\"}],\"text\":\"Capabilities, applications, and limitations of engine analysis tools\"}]}","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"5a5486ef6151f5a0a53fb51f500ad4cac66983f7ff7620b5a8c019934b74c518","record_version_id":"878e9c0f2a0eb8d37ccf0dd6f309eb8901aff3062d65eb1b3801b0318366717d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"d3d08be2e39d257b25aa53cbd5b8341a653f3543a6e438350f97446330e5298d","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-789789da373eecc1ff75f626","output_id":"1c34a59ba8ab09e835f7a66c9f8c26729eb2233456b7445de933842a3eb803f6","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing, declared in Capstone Certificate in Engine Design, or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Engine Design\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Engine Design\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n3\",\"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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-789789da373eecc1ff75f626","output_id":"1c34a59ba8ab09e835f7a66c9f8c26729eb2233456b7445de933842a3eb803f6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Graduate or professional student standing\"}],\"search_phrases\":[\"engine modeling\",\"model calibration\",\"engine design project\",\"powertrain electrification\",\"modeling tools integration\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning\"}],\"text\":\"Problem definition and planning\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"tool selection\"}],\"text\":\"Tool selection\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"model construction, calibration\"}],\"text\":\"Model construction and calibration\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"application and data presentation\"}],\"text\":\"Application and data presentation\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"integrate the most appropriate modeling tools\"}],\"text\":\"Integration of modeling tools\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"title\",\"quote\":\"PERSPECTIVES ON ENGINE MODELING SEMINAR\"},{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\"}],\"text\":\"A seminar on problem definition, planning, and modeling techniques for engine design projects.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"engine design and development project\"}],\"text\":\"Engine design and development\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"modeling tools\"}],\"text\":\"Modeling tools\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"data presentation\"}],\"text\":\"Data presentation\"}]}","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-789789da373eecc1ff75f626","output_id":"1c34a59ba8ab09e835f7a66c9f8c26729eb2233456b7445de933842a3eb803f6","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4284bc4fc689d5e5e08062dce34478bd5876c1fa18645bcd713877e8bbe82507","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing, declared in Capstone Certificate in Engine Design, or declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Engine Design\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Engine Design\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in Capstone Certificate in Powertrain Electrification\",\"course\":null,\"evidence\":\"declared in Capstone Certificate in Powertrain Electrification\",\"id\":\"n3\",\"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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4284bc4fc689d5e5e08062dce34478bd5876c1fa18645bcd713877e8bbe82507","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"requirements_text\",\"quote\":\"Graduate/professional standing\"}],\"text\":\"Graduate or professional student standing\"}],\"search_phrases\":[\"engine modeling\",\"model calibration\",\"engine design project\",\"powertrain electrification\",\"modeling tools integration\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning\"}],\"text\":\"Problem definition and planning\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"tool selection\"}],\"text\":\"Tool selection\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"model construction, calibration\"}],\"text\":\"Model construction and calibration\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"application and data presentation\"}],\"text\":\"Application and data presentation\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"integrate the most appropriate modeling tools\"}],\"text\":\"Integration of modeling tools\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"title\",\"quote\":\"PERSPECTIVES ON ENGINE MODELING SEMINAR\"},{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"Problem definition and planning, tool selection, model construction, calibration, application and data presentation in order to integrate the most appropriate modeling tools into an engine design and development project.\"}],\"text\":\"A seminar on problem definition, planning, and modeling techniques for engine design projects.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"engine design and development project\"}],\"text\":\"Engine design and development\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"modeling tools\"}],\"text\":\"Modeling tools\"},{\"evidence\":[{\"course_id\":\"EPD 627\",\"field\":\"description\",\"quote\":\"data presentation\"}],\"text\":\"Data presentation\"}]}","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4284bc4fc689d5e5e08062dce34478bd5876c1fa18645bcd713877e8bbe82507","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_b9e1efd1437c58b4f6e6fd02","course_id":"EPD 627","catalog_version_id":"3fe377d1d9decc89751caa2205f2fd97ebb410a7ab4672da6e318202809d86d5","record_version_id":"ef8fc8e8d6d8dcdee970d0ea2c252b4b1f1c771df850eb0bc4c213a7653308d1","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"4284bc4fc689d5e5e08062dce34478bd5876c1fa18645bcd713877e8bbe82507","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"c82b170e87c0afb4445c9922dd3a58570cfc9c7f0b5b1bc77b14629e8cba9e2b\",\"course_id\":\"EPD 627\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EPD 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"215bcf8e-ae81-3b2f-9acf-10b01d799126\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"EPD 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"215bcf8e-ae81-3b2f-9acf-10b01d799126\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"EPD 627\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"215bcf8e-ae81-3b2f-9acf-10b01d799126\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2017: 4.00 GPA, 100.0% A/AB (n=10 letter grades); Fall 2020: 4.00 GPA, 100.0% A/AB (n=15 letter grades); Fall 2023: 3.94 GPA, 100.0% A/AB (n=17 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}]