[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"f7582916418a38dff8d1ff5f2c7a4e06598dde8fef36ce40333a09130d52d49b","record_version_id":"b7998fd01c9c21c5218608bb989299e1c895f93cfee21387b43bb4e5409931b5","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"c6d6fb5748614c418b4dea899713dbbc43f84010868e7f461f0a52f7a290cab6","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-standing\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-standing\",\"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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"f7582916418a38dff8d1ff5f2c7a4e06598dde8fef36ce40333a09130d52d49b","record_version_id":"b7998fd01c9c21c5218608bb989299e1c895f93cfee21387b43bb4e5409931b5","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"c6d6fb5748614c418b4dea899713dbbc43f84010868e7f461f0a52f7a290cab6","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Execute a computational development project by deriving a method and coding within a solver\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Derive finite element formulations of general order\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"label\":\"mathematical-reasoning\"}],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Knowledge of finite element theory [such asE M A 605] strongly encouraged.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Finite element theory\"}],\"search_phrases\":[\"finite element methods\",\"linear and nonlinear media\",\"stress analysis\",\"heat transfer\",\"fluid dynamics\",\"vibration and transient analysis\",\"weighted residual methods\",\"material and geometric nonlinearity\",\"nonlinear iteration methods\",\"advanced topics in finite elements\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Explain and apply all components of the finite element method including strengths and weaknesses of approaches\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Apply finite element method components\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Execute a computational development project by deriving a method and coding within a solver\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Code within a solver\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Derive finite element formulations of general order\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Derive finite element formulations\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"title\",\"quote\":\"ADVANCED TOPICS IN FINITE ELEMENTS\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"},{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Finite element methods for problems with linear and nonlinear media. Stress analysis, heat transfer, and fluid dynamics. Vibration and transient analysis. Weighted residual methods. Material and geometric nonlinearity. Nonlinear iteration methods. Instructor may also select additional material. Knowledge of finite element theory [such asE M A 605] strongly encouraged.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Advanced finite element methods for linear/nonlinear media covering stress, heat, fluids, vibration, weighted residuals, and nonlinear iteration.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Stress analysis, heat transfer, fluid dynamics\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Vibration and transient analysis\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Weighted residual methods\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Nonlinearity and iteration methods\"}]}","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"f7582916418a38dff8d1ff5f2c7a4e06598dde8fef36ce40333a09130d52d49b","record_version_id":"b7998fd01c9c21c5218608bb989299e1c895f93cfee21387b43bb4e5409931b5","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"c6d6fb5748614c418b4dea899713dbbc43f84010868e7f461f0a52f7a290cab6","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"f7582916418a38dff8d1ff5f2c7a4e06598dde8fef36ce40333a09130d52d49b","record_version_id":"b7998fd01c9c21c5218608bb989299e1c895f93cfee21387b43bb4e5409931b5","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"c6d6fb5748614c418b4dea899713dbbc43f84010868e7f461f0a52f7a290cab6","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4fea33837cf89dd0196ecad3d700981d208059b029eff45d68020d8fb0058afb\",\"course_id\":\"EMA 705\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EMA 705\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"5dd5af18-a349-3295-984e-e17e7edfa147\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"EMA 705\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"5dd5af18-a349-3295-984e-e17e7edfa147\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"EMA 705\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"5dd5af18-a349-3295-984e-e17e7edfa147\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.83 GPA, 88.9% A/AB (n=9 letter grades); Spring 2024: 4.00 GPA, 100.0% A/AB (n=14 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=25 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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c99d8181f735f9b9708047ac60b7a00726f5e31e2cc3fe820b488527725a3ab6","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c99d8181f735f9b9708047ac60b7a00726f5e31e2cc3fe820b488527725a3ab6","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EMA 605\",\"field\":\"description\",\"quote\":\"Finite elements, with theory and applications in stress analysis and in areas related to structural mechanics.\"}],\"text\":\"Foundational finite element theory and structural mechanics applications.\"}],\"search_phrases\":[\"finite element methods advanced\",\"nonlinear finite element analysis\",\"weighted residual methods EMA\",\"structural mechanics graduate course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\"}],\"text\":\"Applying finite element methods to stress, heat, and fluid problems.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\"}],\"text\":\"Performing vibration and transient analysis.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\"}],\"text\":\"Utilizing weighted residual methods.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\"}],\"text\":\"Handling material and geometric nonlinearity with iteration methods.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"title\",\"quote\":\"ADVANCED TOPICS IN FINITE ELEMENTS\"},{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Finite element methods for problems with linear and nonlinear media.\"}],\"text\":\"Advanced finite element methods for linear and nonlinear media, covering stress, heat, fluid, and vibration analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\"}],\"text\":\"Stress analysis, heat transfer, and fluid dynamics\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\"}],\"text\":\"Vibration and transient analysis\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\"}],\"text\":\"Weighted residual methods\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\"}],\"text\":\"Material and geometric nonlinearity and nonlinear iteration\"}]}","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c99d8181f735f9b9708047ac60b7a00726f5e31e2cc3fe820b488527725a3ab6","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"29fec7664164a4451c2ca6c640261ba7b076618c6a03b64a528040e4d447e32d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"29fec7664164a4451c2ca6c640261ba7b076618c6a03b64a528040e4d447e32d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EMA 605\",\"field\":\"description\",\"quote\":\"Finite elements, with theory and applications in stress analysis and in areas related to structural mechanics.\"}],\"text\":\"Foundational finite element theory and structural mechanics applications.\"}],\"search_phrases\":[\"finite element methods advanced\",\"nonlinear finite element analysis\",\"weighted residual methods EMA\",\"structural mechanics graduate course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\"}],\"text\":\"Applying finite element methods to stress, heat, and fluid problems.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\"}],\"text\":\"Performing vibration and transient analysis.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\"}],\"text\":\"Utilizing weighted residual methods.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\"}],\"text\":\"Handling material and geometric nonlinearity with iteration methods.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"title\",\"quote\":\"ADVANCED TOPICS IN FINITE ELEMENTS\"},{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Finite element methods for problems with linear and nonlinear media.\"}],\"text\":\"Advanced finite element methods for linear and nonlinear media, covering stress, heat, fluid, and vibration analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\"}],\"text\":\"Stress analysis, heat transfer, and fluid dynamics\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\"}],\"text\":\"Vibration and transient analysis\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\"}],\"text\":\"Weighted residual methods\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\"}],\"text\":\"Material and geometric nonlinearity and nonlinear iteration\"}]}","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"29fec7664164a4451c2ca6c640261ba7b076618c6a03b64a528040e4d447e32d","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"f7582916418a38dff8d1ff5f2c7a4e06598dde8fef36ce40333a09130d52d49b","record_version_id":"b7998fd01c9c21c5218608bb989299e1c895f93cfee21387b43bb4e5409931b5","job_id":"enrich-6556a505c10f448d98d02466","output_id":"53127321557708bde645f8ade1929d3771ffbb94154e232847034edd3de4a85a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"req-standing\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-standing\",\"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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"f7582916418a38dff8d1ff5f2c7a4e06598dde8fef36ce40333a09130d52d49b","record_version_id":"b7998fd01c9c21c5218608bb989299e1c895f93cfee21387b43bb4e5409931b5","job_id":"enrich-6556a505c10f448d98d02466","output_id":"53127321557708bde645f8ade1929d3771ffbb94154e232847034edd3de4a85a","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Execute a computational development project by deriving a method and coding within a solver\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Derive finite element formulations of general order\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"label\":\"mathematical-reasoning\"}],\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Knowledge of finite element theory [such asE M A 605] strongly encouraged.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Finite element theory\"}],\"search_phrases\":[\"finite element methods\",\"linear and nonlinear media\",\"stress analysis\",\"heat transfer\",\"fluid dynamics\",\"vibration and transient analysis\",\"weighted residual methods\",\"material and geometric nonlinearity\",\"nonlinear iteration methods\",\"advanced topics in finite elements\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Explain and apply all components of the finite element method including strengths and weaknesses of approaches\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Apply finite element method components\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Execute a computational development project by deriving a method and coding within a solver\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Code within a solver\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Derive finite element formulations of general order\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Derive finite element formulations\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"title\",\"quote\":\"ADVANCED TOPICS IN FINITE ELEMENTS\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"},{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Finite element methods for problems with linear and nonlinear media. Stress analysis, heat transfer, and fluid dynamics. Vibration and transient analysis. Weighted residual methods. Material and geometric nonlinearity. Nonlinear iteration methods. Instructor may also select additional material. Knowledge of finite element theory [such asE M A 605] strongly encouraged.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Advanced finite element methods for linear/nonlinear media covering stress, heat, fluids, vibration, weighted residuals, and nonlinear iteration.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Stress analysis, heat transfer, fluid dynamics\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Vibration and transient analysis\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Weighted residual methods\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\",\"source_url\":\"https://guide.wisc.edu/courses/e_m_a/\"}],\"text\":\"Nonlinearity and iteration methods\"}]}","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"f7582916418a38dff8d1ff5f2c7a4e06598dde8fef36ce40333a09130d52d49b","record_version_id":"b7998fd01c9c21c5218608bb989299e1c895f93cfee21387b43bb4e5409931b5","job_id":"enrich-6556a505c10f448d98d02466","output_id":"53127321557708bde645f8ade1929d3771ffbb94154e232847034edd3de4a85a","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-789789da373eecc1ff75f626","output_id":"39935751a741441e01e8b82de3058fae9bc27a738ec8bef443fa0a15501113cf","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-789789da373eecc1ff75f626","output_id":"39935751a741441e01e8b82de3058fae9bc27a738ec8bef443fa0a15501113cf","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EMA 605\",\"field\":\"description\",\"quote\":\"Finite elements, with theory and applications in stress analysis and in areas related to structural mechanics.\"}],\"text\":\"Foundational finite element theory and structural mechanics applications.\"}],\"search_phrases\":[\"finite element methods advanced\",\"nonlinear finite element analysis\",\"weighted residual methods EMA\",\"structural mechanics graduate course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\"}],\"text\":\"Applying finite element methods to stress, heat, and fluid problems.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\"}],\"text\":\"Performing vibration and transient analysis.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\"}],\"text\":\"Utilizing weighted residual methods.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\"}],\"text\":\"Handling material and geometric nonlinearity with iteration methods.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"title\",\"quote\":\"ADVANCED TOPICS IN FINITE ELEMENTS\"},{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Finite element methods for problems with linear and nonlinear media.\"}],\"text\":\"Advanced finite element methods for linear and nonlinear media, covering stress, heat, fluid, and vibration analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\"}],\"text\":\"Stress analysis, heat transfer, and fluid dynamics\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\"}],\"text\":\"Vibration and transient analysis\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\"}],\"text\":\"Weighted residual methods\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\"}],\"text\":\"Material and geometric nonlinearity and nonlinear iteration\"}]}","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-789789da373eecc1ff75f626","output_id":"39935751a741441e01e8b82de3058fae9bc27a738ec8bef443fa0a15501113cf","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ca1cf2a90b295851fbb616ac5ee706145b6c66dd2c6ba9ec83f845b3803cc538","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ca1cf2a90b295851fbb616ac5ee706145b6c66dd2c6ba9ec83f845b3803cc538","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"EMA 605\",\"field\":\"description\",\"quote\":\"Finite elements, with theory and applications in stress analysis and in areas related to structural mechanics.\"}],\"text\":\"Foundational finite element theory and structural mechanics applications.\"}],\"search_phrases\":[\"finite element methods advanced\",\"nonlinear finite element analysis\",\"weighted residual methods EMA\",\"structural mechanics graduate course\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\"}],\"text\":\"Applying finite element methods to stress, heat, and fluid problems.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\"}],\"text\":\"Performing vibration and transient analysis.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\"}],\"text\":\"Utilizing weighted residual methods.\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\"}],\"text\":\"Handling material and geometric nonlinearity with iteration methods.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"title\",\"quote\":\"ADVANCED TOPICS IN FINITE ELEMENTS\"},{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Finite element methods for problems with linear and nonlinear media.\"}],\"text\":\"Advanced finite element methods for linear and nonlinear media, covering stress, heat, fluid, and vibration analysis.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Stress analysis, heat transfer, and fluid dynamics.\"}],\"text\":\"Stress analysis, heat transfer, and fluid dynamics\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Vibration and transient analysis.\"}],\"text\":\"Vibration and transient analysis\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Weighted residual methods.\"}],\"text\":\"Weighted residual methods\"},{\"evidence\":[{\"course_id\":\"EMA 705\",\"field\":\"description\",\"quote\":\"Material and geometric nonlinearity. Nonlinear iteration methods.\"}],\"text\":\"Material and geometric nonlinearity and nonlinear iteration\"}]}","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ca1cf2a90b295851fbb616ac5ee706145b6c66dd2c6ba9ec83f845b3803cc538","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_dab538c2da35fc0dc03f6812","course_id":"EMA 705","catalog_version_id":"a3f6376ca2b471bc5914f92035d37ae7f920d235c2e68e8c7d254c41bae6ef57","record_version_id":"2b7c0d1689f20c7508efa5b9ef5154923da6a54e74465103de29a6f2891a90d0","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ca1cf2a90b295851fbb616ac5ee706145b6c66dd2c6ba9ec83f845b3803cc538","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"89dd9b8000ab50cb4a57af86ad9f45c1965f92c78ea8c9389e959a4f5cb6be8f\",\"course_id\":\"EMA 705\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"EMA 705\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5dd5af18-a349-3295-984e-e17e7edfa147\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"EMA 705\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5dd5af18-a349-3295-984e-e17e7edfa147\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"EMA 705\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"5dd5af18-a349-3295-984e-e17e7edfa147\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.83 GPA, 88.9% A/AB (n=9 letter grades); Spring 2024: 4.00 GPA, 100.0% A/AB (n=14 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=25 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}]