[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"ba46d6d51fbca8a68f8d49765413b2642d97f19fc4559f4211cacdd206e1d4b5","record_version_id":"0233f1959564cd6889be966826eaa37d85a403161e0318648e329eec9d32701d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"689dd246484504a34f7a35e8b7696e5b9986fd2f9aa54d66cab5445a37e1dfa5","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":468,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior\"},\"evidence\":\"I SY E 468\",\"id\":\"req-1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"req-1\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"ba46d6d51fbca8a68f8d49765413b2642d97f19fc4559f4211cacdd206e1d4b5","record_version_id":"0233f1959564cd6889be966826eaa37d85a403161e0318648e329eec9d32701d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"689dd246484504a34f7a35e8b7696e5b9986fd2f9aa54d66cab5445a37e1dfa5","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research in a variety of ways\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Give a technical presentation summarizing completed and/or in-progress work\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"label\":\"presentations\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"Preparing for graduate thesis writing\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Prepare materials for graduate program applications, such as a personal statement\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"graduate school preparation\",\"research ethics\",\"technical presentation skills\",\"work-life balance in grad school\",\"personal statement writing\",\"research poster creation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"List key elements of research ethics and common pitfalls in different types of research\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Research ethics and identifying common pitfalls\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Make a poster summarizing completed and/or in-progress work\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Creating research posters\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"List strategies for maintaining healthy work-life balance in graduate school\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Maintaining work-life balance in graduate school\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"title\",\"quote\":\"RESEARCH AND BEYOND IN INDUSTRIAL ENGINEERING\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"An introduction of skills required for successful research in graduate school. Preparing for graduate thesis writing, applying for graduate school, presenting research in a variety of ways. How to foster mental health and work-life balance.\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Introduces skills for successful research in graduate school, including thesis preparation, graduate applications, research presentations, and fostering mental health and work-life balance.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"applying for graduate school\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Prepare materials for graduate program applications, such as a personal statement\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Graduate school applications and personal statements\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research in a variety of ways\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Give a technical presentation summarizing completed and/or in-progress work\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Technical research presentations\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"How to foster mental health and work-life balance.\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"List strategies for maintaining healthy work-life balance in graduate school\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Mental health and work-life balance strategies\"}]}","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"ba46d6d51fbca8a68f8d49765413b2642d97f19fc4559f4211cacdd206e1d4b5","record_version_id":"0233f1959564cd6889be966826eaa37d85a403161e0318648e329eec9d32701d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"689dd246484504a34f7a35e8b7696e5b9986fd2f9aa54d66cab5445a37e1dfa5","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"ba46d6d51fbca8a68f8d49765413b2642d97f19fc4559f4211cacdd206e1d4b5","record_version_id":"0233f1959564cd6889be966826eaa37d85a403161e0318648e329eec9d32701d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"689dd246484504a34f7a35e8b7696e5b9986fd2f9aa54d66cab5445a37e1dfa5","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"d3dd65b70bd04d6f611fabfe122a099b0060c658440edf6b2c659e63038513a4\",\"course_id\":\"ISYE 478\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[],\"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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c9f4eb741a0f369c25fd9848e81b505ce0e6bcacdc04d93e43f7e9c597524410","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"I SY E 468\",\"course\":null,\"evidence\":\"I SY E 468\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"Unlinked course reference 'I SY E 468' in requirements_text. Canonical ID ISYE 468 is in linked_courses but not explicitly linked in the requirement string logic.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c9f4eb741a0f369c25fd9848e81b505ce0e6bcacdc04d93e43f7e9c597524410","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 468\",\"field\":\"description\",\"quote\":\"An introduction to the practice of conducting research in industrial engineering, literature reviews, identifying gaps in existing work, writing a research proposal.\"}],\"text\":\"Foundational research skills in industrial engineering, including literature reviews and proposal writing.\"}],\"search_phrases\":[\"industrial engineering research skills\",\"graduate thesis writing preparation\",\"research presentation techniques\",\"work-life balance graduate school\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"Preparing for graduate thesis writing\"}],\"text\":\"Graduate thesis writing preparation\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"applying for graduate school\"}],\"text\":\"Graduate school application strategies\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research in a variety of ways\"}],\"text\":\"Research presentation techniques\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"foster mental health and work-life balance\"}],\"text\":\"Mental health and work-life balance strategies\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"title\",\"quote\":\"RESEARCH AND BEYOND IN INDUSTRIAL ENGINEERING\"},{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"An introduction of skills required for successful research in graduate school.\"}],\"text\":\"ISYE 478 teaches skills for successful graduate research, including thesis writing, applications, presentations, and work-life balance.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"graduate thesis writing\"}],\"text\":\"Graduate thesis writing\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"applying for graduate school\"}],\"text\":\"Graduate school applications\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research\"}],\"text\":\"Research presentations\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"mental health and work-life balance\"}],\"text\":\"Mental health and work-life balance\"}]}","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"c9f4eb741a0f369c25fd9848e81b505ce0e6bcacdc04d93e43f7e9c597524410","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2a01898e35ed58fd0b3ea1751f2277ac8652c2fa72b7e6ef5eafbba85225b047","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"I SY E 468\",\"course\":null,\"evidence\":\"I SY E 468\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"Unlinked course reference 'I SY E 468' in requirements_text. Canonical ID ISYE 468 is in linked_courses but not explicitly linked in the requirement string logic.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2a01898e35ed58fd0b3ea1751f2277ac8652c2fa72b7e6ef5eafbba85225b047","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 468\",\"field\":\"description\",\"quote\":\"An introduction to the practice of conducting research in industrial engineering, literature reviews, identifying gaps in existing work, writing a research proposal.\"}],\"text\":\"Foundational research skills in industrial engineering, including literature reviews and proposal writing.\"}],\"search_phrases\":[\"industrial engineering research skills\",\"graduate thesis writing preparation\",\"research presentation techniques\",\"work-life balance graduate school\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"Preparing for graduate thesis writing\"}],\"text\":\"Graduate thesis writing preparation\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"applying for graduate school\"}],\"text\":\"Graduate school application strategies\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research in a variety of ways\"}],\"text\":\"Research presentation techniques\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"foster mental health and work-life balance\"}],\"text\":\"Mental health and work-life balance strategies\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"title\",\"quote\":\"RESEARCH AND BEYOND IN INDUSTRIAL ENGINEERING\"},{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"An introduction of skills required for successful research in graduate school.\"}],\"text\":\"ISYE 478 teaches skills for successful graduate research, including thesis writing, applications, presentations, and work-life balance.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"graduate thesis writing\"}],\"text\":\"Graduate thesis writing\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"applying for graduate school\"}],\"text\":\"Graduate school applications\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research\"}],\"text\":\"Research presentations\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"mental health and work-life balance\"}],\"text\":\"Mental health and work-life balance\"}]}","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"2a01898e35ed58fd0b3ea1751f2277ac8652c2fa72b7e6ef5eafbba85225b047","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"ba46d6d51fbca8a68f8d49765413b2642d97f19fc4559f4211cacdd206e1d4b5","record_version_id":"0233f1959564cd6889be966826eaa37d85a403161e0318648e329eec9d32701d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"5988cac4157b2f4398b321d6bb692259df690bc7bf5ae9bf7a7951f509589be7","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":468,\"minimum_grade\":null,\"subjects\":[\"ISYE\"],\"timing\":\"prior\"},\"evidence\":\"I SY E 468\",\"id\":\"req-1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"req-1\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"ba46d6d51fbca8a68f8d49765413b2642d97f19fc4559f4211cacdd206e1d4b5","record_version_id":"0233f1959564cd6889be966826eaa37d85a403161e0318648e329eec9d32701d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"5988cac4157b2f4398b321d6bb692259df690bc7bf5ae9bf7a7951f509589be7","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research in a variety of ways\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Give a technical presentation summarizing completed and/or in-progress work\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"label\":\"presentations\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"Preparing for graduate thesis writing\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Prepare materials for graduate program applications, such as a personal statement\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"label\":\"writing\"}],\"assumed_background\":[],\"search_phrases\":[\"graduate school preparation\",\"research ethics\",\"technical presentation skills\",\"work-life balance in grad school\",\"personal statement writing\",\"research poster creation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"List key elements of research ethics and common pitfalls in different types of research\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Research ethics and identifying common pitfalls\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Make a poster summarizing completed and/or in-progress work\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Creating research posters\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"List strategies for maintaining healthy work-life balance in graduate school\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Maintaining work-life balance in graduate school\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"title\",\"quote\":\"RESEARCH AND BEYOND IN INDUSTRIAL ENGINEERING\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"An introduction of skills required for successful research in graduate school. Preparing for graduate thesis writing, applying for graduate school, presenting research in a variety of ways. How to foster mental health and work-life balance.\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Introduces skills for successful research in graduate school, including thesis preparation, graduate applications, research presentations, and fostering mental health and work-life balance.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"applying for graduate school\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Prepare materials for graduate program applications, such as a personal statement\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Graduate school applications and personal statements\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research in a variety of ways\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Give a technical presentation summarizing completed and/or in-progress work\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Technical research presentations\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"How to foster mental health and work-life balance.\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"},{\"course_id\":\"ISYE 478\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"List strategies for maintaining healthy work-life balance in graduate school\",\"source_url\":\"https://guide.wisc.edu/courses/i_sy_e/\"}],\"text\":\"Mental health and work-life balance strategies\"}]}","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"ba46d6d51fbca8a68f8d49765413b2642d97f19fc4559f4211cacdd206e1d4b5","record_version_id":"0233f1959564cd6889be966826eaa37d85a403161e0318648e329eec9d32701d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"5988cac4157b2f4398b321d6bb692259df690bc7bf5ae9bf7a7951f509589be7","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d0a4a5ed5c653f2fea6fdc00769f9f2acbac727ecb21ccc38cbdc9884af95c15","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"I SY E 468\",\"course\":null,\"evidence\":\"I SY E 468\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[\"Unlinked course reference 'I SY E 468' in requirements_text. Canonical ID ISYE 468 is in linked_courses but not explicitly linked in the requirement string logic.\"],\"root\":\"n0\",\"status\":\"needs_review\"}","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d0a4a5ed5c653f2fea6fdc00769f9f2acbac727ecb21ccc38cbdc9884af95c15","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"ISYE 468\",\"field\":\"description\",\"quote\":\"An introduction to the practice of conducting research in industrial engineering, literature reviews, identifying gaps in existing work, writing a research proposal.\"}],\"text\":\"Foundational research skills in industrial engineering, including literature reviews and proposal writing.\"}],\"search_phrases\":[\"industrial engineering research skills\",\"graduate thesis writing preparation\",\"research presentation techniques\",\"work-life balance graduate school\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"Preparing for graduate thesis writing\"}],\"text\":\"Graduate thesis writing preparation\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"applying for graduate school\"}],\"text\":\"Graduate school application strategies\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research in a variety of ways\"}],\"text\":\"Research presentation techniques\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"foster mental health and work-life balance\"}],\"text\":\"Mental health and work-life balance strategies\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"title\",\"quote\":\"RESEARCH AND BEYOND IN INDUSTRIAL ENGINEERING\"},{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"An introduction of skills required for successful research in graduate school.\"}],\"text\":\"ISYE 478 teaches skills for successful graduate research, including thesis writing, applications, presentations, and work-life balance.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"graduate thesis writing\"}],\"text\":\"Graduate thesis writing\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"applying for graduate school\"}],\"text\":\"Graduate school applications\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"presenting research\"}],\"text\":\"Research presentations\"},{\"evidence\":[{\"course_id\":\"ISYE 478\",\"field\":\"description\",\"quote\":\"mental health and work-life balance\"}],\"text\":\"Mental health and work-life balance\"}]}","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d0a4a5ed5c653f2fea6fdc00769f9f2acbac727ecb21ccc38cbdc9884af95c15","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_ae3c1e7293205a2473ee8958","course_id":"ISYE 478","catalog_version_id":"5fa8f9a692c7c13d91851e4727acd363d5ee971562b0f8c44c94d9db687d69c9","record_version_id":"44518755e7efda3dd4175c3bb717fea17c42bb50c70f5c184a9e37351a57adfa","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"d0a4a5ed5c653f2fea6fdc00769f9f2acbac727ecb21ccc38cbdc9884af95c15","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"f4dccccdf86e935580b106bc06443524b7fdc9fa82f7ebeef3548deb8ff9abab\",\"course_id\":\"ISYE 478\",\"current_instructors\":[{\"instructor_uid\":\"instructor_2c9b534b0df9f91879e7115a\",\"message\":\"No course-specific reviews available\",\"name\":\"Amanda Smith\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2911189\",\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ISYE 478\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b38c301a-c76c-3eff-908b-ab3a20225393\",\"source_record\":{\"entity_id\":\"b38c301a-c76c-3eff-908b-ab3a20225393\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"ISYE 478\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"b38c301a-c76c-3eff-908b-ab3a20225393\",\"source_record\":{\"entity_id\":\"b38c301a-c76c-3eff-908b-ab3a20225393\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"AMANDA SMITH is recorded teaching in Fall 2023, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]