[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"1240c678215499d9fa6a235ac429993e91a23f8f5806ee059e62191a20527765","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":797,\"minimum_grade\":null,\"subjects\":[\"POPHLTH\",\"SOC\"],\"timing\":\"prior\"},\"evidence\":\"SOC/POP HLTH 797\",\"id\":\"req-1\",\"kind\":\"course\"}],\"notes\":[\"The source clause 'SOC/POP HLTH 797' matches the linked course reference 797 with subjects POPHLTH and SOC.\"],\"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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"1240c678215499d9fa6a235ac429993e91a23f8f5806ee059e62191a20527765","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"the analysis of epidemiologic data\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Select, calculate and interpret measures of frequency and measures of effect used in different types of epidemiologic studies\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"label\":\"mathematical-reasoning\"}],\"assumed_background\":[],\"search_phrases\":[\"epidemiologic study design\",\"interpretation of epidemiologic studies\",\"analysis of epidemiologic data\",\"measures of frequency and effect\",\"bias in epidemiologic studies\",\"study validity strategies\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"The main emphasis is the design and interpretation of epidemiologic studies.\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Design and interpretation of epidemiologic studies\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"hands-on experience in the evaluation of epidemiologic evidence\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"the analysis of epidemiologic data\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"discussion of strategies aimed to improve study validity and efficiency\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Strategies to improve study validity and efficiency\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Identify sources and types of bias in epidemiologic studies\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Identification of bias sources and types\"}],\"summary\":{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"title\",\"quote\":\"EPIDEMIOLOGIC METHODS\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"},{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"The main emphasis is the design and interpretation of epidemiologic studies. Includes hands-on experience in the evaluation of epidemiologic evidence, the analysis of epidemiologic data, and the discussion of strategies aimed to improve study validity and efficiency.\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Epidemiologic Methods focuses on designing and interpreting epidemiologic studies, analyzing data, evaluating evidence, and improving study validity and efficiency.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"design and interpretation of epidemiologic studies\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Design and interpretation of epidemiologic studies\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"evaluation of epidemiologic evidence\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"analysis of epidemiologic data\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"strategies aimed to improve study validity and efficiency\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Strategies for study validity and efficiency\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"measures of frequency and measures of effect\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Measures of frequency and effect\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"sources and types of bias\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Bias in epidemiologic studies\"}]}","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"1240c678215499d9fa6a235ac429993e91a23f8f5806ee059e62191a20527765","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"1240c678215499d9fa6a235ac429993e91a23f8f5806ee059e62191a20527765","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4b359760e4db430ad6d2760ff8834d67b212576f2956e383b4d20746358e7002\",\"course_id\":\"POPHLTH 798\",\"current_instructors\":[{\"instructor_uid\":\"instructor_2b50172b579717af5b7ff37a\",\"message\":\"No course-specific reviews available\",\"name\":\"Leonelo Bautista\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.72 GPA, 100.0% A/AB (n=9 letter grades); Spring 2025: 3.53 GPA, 70.6% A/AB (n=17 letter grades); Spring 2026: 3.18 GPA, 47.4% A/AB (n=19 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.72 GPA, 100.0% A/AB (n=9 letter grades); Spring 2025: 3.53 GPA, 70.6% A/AB (n=17 letter grades); Spring 2026: 3.18 GPA, 47.4% A/AB (n=19 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"LEONELO BAUTISTA is recorded teaching in Spring 2007, Spring 2008, Spring 2009, Spring 2010, Spring 2011, Spring 2012, Spring 2013, Spring 2014, Spring 2015, Spring 2016, Spring 2017, Spring 2018, Spring 2019, Spring 2020, Spring 2022, Spring 2023, Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"}],\"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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"42d65f4932c8b535bc121d58eca15b37c358c561b9be939fc42325d1d889232d","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":797,\"minimum_grade\":null,\"subjects\":[\"POPHLTH\",\"SOC\"],\"timing\":\"prior\"},\"evidence\":\"SOC/POP HLTH 797\",\"id\":\"n0\",\"kind\":\"course\"}],\"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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"42d65f4932c8b535bc121d58eca15b37c358c561b9be939fc42325d1d889232d","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"POPHLTH/SOC 797\",\"field\":\"description\",\"quote\":\"Design, implementation and interpretation of epidemiologic studies; emphasis on methodologic problems in the measurement of disease frequency, natural history and risk factors.\"}],\"text\":\"Foundational knowledge in epidemiologic study design and methodologic measurement.\"}],\"search_phrases\":[\"epidemiologic study design\",\"epidemiologic data analysis\",\"study validity efficiency\",\"epidemiologic evidence evaluation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"hands-on experience in the evaluation of epidemiologic evidence\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"analysis of epidemiologic data\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"discussion of strategies aimed to improve study validity and efficiency\"}],\"text\":\"Strategies to improve study validity and efficiency\"}],\"summary\":{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"title\",\"quote\":\"EPIDEMIOLOGIC METHODS\"},{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"The main emphasis is the design and interpretation of epidemiologic studies.\"}],\"text\":\"POPHLTH 798 teaches the design and interpretation of epidemiologic studies, including data analysis and validity strategies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"design and interpretation of epidemiologic studies\"}],\"text\":\"Design and interpretation of epidemiologic studies\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"evaluation of epidemiologic evidence\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"analysis of epidemiologic data\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"strategies aimed to improve study validity and efficiency\"}],\"text\":\"Study validity and efficiency strategies\"}]}","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"42d65f4932c8b535bc121d58eca15b37c358c561b9be939fc42325d1d889232d","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"59c4fa943a7aa336e7b6a324e11b89e1fd4197282487afdbfe34d38d7d6e84cb","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":797,\"minimum_grade\":null,\"subjects\":[\"POPHLTH\",\"SOC\"],\"timing\":\"prior\"},\"evidence\":\"SOC/POP HLTH 797\",\"id\":\"n0\",\"kind\":\"course\"}],\"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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"59c4fa943a7aa336e7b6a324e11b89e1fd4197282487afdbfe34d38d7d6e84cb","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"POPHLTH/SOC 797\",\"field\":\"description\",\"quote\":\"Design, implementation and interpretation of epidemiologic studies; emphasis on methodologic problems in the measurement of disease frequency, natural history and risk factors.\"}],\"text\":\"Foundational knowledge in epidemiologic study design and methodologic measurement.\"}],\"search_phrases\":[\"epidemiologic study design\",\"epidemiologic data analysis\",\"study validity efficiency\",\"epidemiologic evidence evaluation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"hands-on experience in the evaluation of epidemiologic evidence\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"analysis of epidemiologic data\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"discussion of strategies aimed to improve study validity and efficiency\"}],\"text\":\"Strategies to improve study validity and efficiency\"}],\"summary\":{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"title\",\"quote\":\"EPIDEMIOLOGIC METHODS\"},{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"The main emphasis is the design and interpretation of epidemiologic studies.\"}],\"text\":\"POPHLTH 798 teaches the design and interpretation of epidemiologic studies, including data analysis and validity strategies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"design and interpretation of epidemiologic studies\"}],\"text\":\"Design and interpretation of epidemiologic studies\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"evaluation of epidemiologic evidence\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"analysis of epidemiologic data\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"strategies aimed to improve study validity and efficiency\"}],\"text\":\"Study validity and efficiency strategies\"}]}","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"59c4fa943a7aa336e7b6a324e11b89e1fd4197282487afdbfe34d38d7d6e84cb","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-6556a505c10f448d98d02466","output_id":"ac942061b914adae824bcc9fdfce02c5d6b3f3adf3588edbf7501de1cd83ef81","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":797,\"minimum_grade\":null,\"subjects\":[\"SOC\",\"POP HLTH\"],\"timing\":\"prior\"},\"evidence\":\"SOC/POP HLTH 797\",\"id\":\"req-1\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"req-1\",\"status\":\"parsed\"}","error":"Node req-1: course {'course_number': 797, 'minimum_grade': None, 'subjects': ['SOC', 'POP HLTH'], 'timing': 'prior'} is absent from the source links (linked_courses). Standing, declared programs, and subject credit counts are condition nodes, not courses. Never invent course 0. For a source reference absent from linked_courses, use kind=condition, course=null, condition=<verbatim source clause>, children=[], and needs_review with an explanatory note. Allowed course references: [{'course_number': 797, 'subjects': ['POPHLTH', 'SOC']}].","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-6556a505c10f448d98d02466","output_id":"ac942061b914adae824bcc9fdfce02c5d6b3f3adf3588edbf7501de1cd83ef81","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"the analysis of epidemiologic data\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Select, calculate and interpret measures of frequency and measures of effect used in different types of epidemiologic studies\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"label\":\"mathematical-reasoning\"}],\"assumed_background\":[],\"search_phrases\":[\"epidemiologic study design\",\"interpretation of epidemiologic studies\",\"analysis of epidemiologic data\",\"measures of frequency and effect\",\"bias in epidemiologic studies\",\"study validity strategies\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"The main emphasis is the design and interpretation of epidemiologic studies.\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Design and interpretation of epidemiologic studies\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"hands-on experience in the evaluation of epidemiologic evidence\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"the analysis of epidemiologic data\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"discussion of strategies aimed to improve study validity and efficiency\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Strategies to improve study validity and efficiency\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Identify sources and types of bias in epidemiologic studies\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Identification of bias sources and types\"}],\"summary\":{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"title\",\"quote\":\"EPIDEMIOLOGIC METHODS\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"},{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"The main emphasis is the design and interpretation of epidemiologic studies. Includes hands-on experience in the evaluation of epidemiologic evidence, the analysis of epidemiologic data, and the discussion of strategies aimed to improve study validity and efficiency.\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Epidemiologic Methods focuses on designing and interpreting epidemiologic studies, analyzing data, evaluating evidence, and improving study validity and efficiency.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"design and interpretation of epidemiologic studies\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Design and interpretation of epidemiologic studies\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"evaluation of epidemiologic evidence\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"analysis of epidemiologic data\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"strategies aimed to improve study validity and efficiency\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Strategies for study validity and efficiency\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"measures of frequency and measures of effect\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Measures of frequency and effect\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"sources and types of bias\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Bias in epidemiologic studies\"}]}","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-6556a505c10f448d98d02466","output_id":"ac942061b914adae824bcc9fdfce02c5d6b3f3adf3588edbf7501de1cd83ef81","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":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-79348710a077dbb34341f483","output_id":"5b3d4fc8800a2447cab5fb336e20d8451708bc5a3cfa4b25545432e4de5fd9aa","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":797,\"minimum_grade\":null,\"subjects\":[\"POPHLTH\",\"SOC\"],\"timing\":\"prior\"},\"evidence\":\"SOC/POP HLTH 797\",\"id\":\"req-1\",\"kind\":\"course\"}],\"notes\":[\"The source clause 'SOC/POP HLTH 797' matches the linked course reference 797 with subjects POPHLTH and SOC.\"],\"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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-79348710a077dbb34341f483","output_id":"5b3d4fc8800a2447cab5fb336e20d8451708bc5a3cfa4b25545432e4de5fd9aa","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"the analysis of epidemiologic data\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"label\":\"data-analysis\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Select, calculate and interpret measures of frequency and measures of effect used in different types of epidemiologic studies\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"label\":\"mathematical-reasoning\"}],\"assumed_background\":[],\"search_phrases\":[\"epidemiologic study design\",\"interpretation of epidemiologic studies\",\"analysis of epidemiologic data\",\"measures of frequency and effect\",\"bias in epidemiologic studies\",\"study validity strategies\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"The main emphasis is the design and interpretation of epidemiologic studies.\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Design and interpretation of epidemiologic studies\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"hands-on experience in the evaluation of epidemiologic evidence\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"the analysis of epidemiologic data\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"discussion of strategies aimed to improve study validity and efficiency\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Strategies to improve study validity and efficiency\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Identify sources and types of bias in epidemiologic studies\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Identification of bias sources and types\"}],\"summary\":{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"title\",\"quote\":\"EPIDEMIOLOGIC METHODS\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"},{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"The main emphasis is the design and interpretation of epidemiologic studies. Includes hands-on experience in the evaluation of epidemiologic evidence, the analysis of epidemiologic data, and the discussion of strategies aimed to improve study validity and efficiency.\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Epidemiologic Methods focuses on designing and interpreting epidemiologic studies, analyzing data, evaluating evidence, and improving study validity and efficiency.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"design and interpretation of epidemiologic studies\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Design and interpretation of epidemiologic studies\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"evaluation of epidemiologic evidence\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"analysis of epidemiologic data\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"strategies aimed to improve study validity and efficiency\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Strategies for study validity and efficiency\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"measures of frequency and measures of effect\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Measures of frequency and effect\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"sources and types of bias\",\"source_url\":\"https://guide.wisc.edu/courses/pop_hlth/\"}],\"text\":\"Bias in epidemiologic studies\"}]}","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"e7ccddeb3a3b4d1ad368ac9cb14250c75f068b1229fffe8cb8b2899344d2c47a","record_version_id":"b01a53dc78a5de003051bb40011180fa540a6ae77624f8432c8d984f8fdeddd0","job_id":"enrich-79348710a077dbb34341f483","output_id":"5b3d4fc8800a2447cab5fb336e20d8451708bc5a3cfa4b25545432e4de5fd9aa","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8168c045ff0f4552bf14b55da2c1a2e06ab3250d2bb54433694acc40eb8b6cca","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":797,\"minimum_grade\":null,\"subjects\":[\"POPHLTH\",\"SOC\"],\"timing\":\"prior\"},\"evidence\":\"SOC/POP HLTH 797\",\"id\":\"n0\",\"kind\":\"course\"}],\"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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8168c045ff0f4552bf14b55da2c1a2e06ab3250d2bb54433694acc40eb8b6cca","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"POPHLTH/SOC 797\",\"field\":\"description\",\"quote\":\"Design, implementation and interpretation of epidemiologic studies; emphasis on methodologic problems in the measurement of disease frequency, natural history and risk factors.\"}],\"text\":\"Foundational knowledge in epidemiologic study design and methodologic measurement.\"}],\"search_phrases\":[\"epidemiologic study design\",\"epidemiologic data analysis\",\"study validity efficiency\",\"epidemiologic evidence evaluation\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"hands-on experience in the evaluation of epidemiologic evidence\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"analysis of epidemiologic data\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"discussion of strategies aimed to improve study validity and efficiency\"}],\"text\":\"Strategies to improve study validity and efficiency\"}],\"summary\":{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"title\",\"quote\":\"EPIDEMIOLOGIC METHODS\"},{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"The main emphasis is the design and interpretation of epidemiologic studies.\"}],\"text\":\"POPHLTH 798 teaches the design and interpretation of epidemiologic studies, including data analysis and validity strategies.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"design and interpretation of epidemiologic studies\"}],\"text\":\"Design and interpretation of epidemiologic studies\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"evaluation of epidemiologic evidence\"}],\"text\":\"Evaluation of epidemiologic evidence\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"analysis of epidemiologic data\"}],\"text\":\"Analysis of epidemiologic data\"},{\"evidence\":[{\"course_id\":\"POPHLTH 798\",\"field\":\"description\",\"quote\":\"strategies aimed to improve study validity and efficiency\"}],\"text\":\"Study validity and efficiency strategies\"}]}","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8168c045ff0f4552bf14b55da2c1a2e06ab3250d2bb54433694acc40eb8b6cca","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_c64b6fac2bab7aafa324fdfd","course_id":"POPHLTH 798","catalog_version_id":"6e03cd992955c7e5b1f12754d743dc07ad7234f63b41e4c7a77de98ad73d51d5","record_version_id":"996ab714966ee69ea6a4315e23533beaf3f1c8bf863be5d774e534f6454ef1da","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8168c045ff0f4552bf14b55da2c1a2e06ab3250d2bb54433694acc40eb8b6cca","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"d67b53e8ba95ea87f255d80d705b41a6f980e1053e6b6f4cff03d408846a4af4\",\"course_id\":\"POPHLTH 798\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"POPHLTH 798\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6e2163c-48b3-3d77-a612-30572c18a36f\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.72 GPA, 100.0% A/AB (n=9 letter grades); Spring 2025: 3.53 GPA, 70.6% A/AB (n=17 letter grades); Spring 2026: 3.18 GPA, 47.4% A/AB (n=19 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}]