[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"2c8cfb38b347d1d4b7af61b705c7aab825d57b2ab8d8ef010c52608ba700fdeb","record_version_id":"890c5dfee17fc6b009801d3fbde786e1ac19734146104bbd2d31cddcdfc6d749","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"0406889fb386a3c69cede99735f61f40431a9c3c979c94cdb507c90366389271","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Consent of instructor\",\"course\":null,\"evidence\":\"Consent of instructor\",\"id\":\"req-consent\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-consent\",\"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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"2c8cfb38b347d1d4b7af61b705c7aab825d57b2ab8d8ef010c52608ba700fdeb","record_version_id":"890c5dfee17fc6b009801d3fbde786e1ac19734146104bbd2d31cddcdfc6d749","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"0406889fb386a3c69cede99735f61f40431a9c3c979c94cdb507c90366389271","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"hands-on lab work\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Explore a new phenomenon or modality in the medical physics area and apply the knowledge gained to research in the field\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"selected topics in medical physics\",\"medical imaging modalities\",\"radiography and CT principles\",\"nuclear medicine SPECT PET\",\"medical physics literature review\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"Critical reading of literature\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Critical reading of scientific literature\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify the physical principles underlying imaging technologies used in radiology and nuclear medicine: radiography, mammography, fluoroscopy, computed tomography (CT), scintigraphy, single-photon emission tomography (SPECT), and positron emission tomography (PET).\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Identifying physical principles of imaging technologies\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"title\",\"quote\":\"SELECTED TOPICS IN MEDICAL PHYSICS\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"},{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"In-depth examination of current and newly discovered modalities and/or phenomenons in medical physics.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Selected Topics in Medical Physics examines current and newly discovered modalities and phenomena in the field.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"current and newly discovered modalities and/or phenomenons in medical physics\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Current and newly discovered medical physics modalities and phenomena\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"imaging technologies used in radiology and nuclear medicine: radiography, mammography, fluoroscopy, computed tomography (CT), scintigraphy, single-photon emission tomography (SPECT), and positron emission tomography (PET).\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Physical principles of radiology and nuclear medicine imaging technologies\"}]}","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"2c8cfb38b347d1d4b7af61b705c7aab825d57b2ab8d8ef010c52608ba700fdeb","record_version_id":"890c5dfee17fc6b009801d3fbde786e1ac19734146104bbd2d31cddcdfc6d749","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"0406889fb386a3c69cede99735f61f40431a9c3c979c94cdb507c90366389271","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"2c8cfb38b347d1d4b7af61b705c7aab825d57b2ab8d8ef010c52608ba700fdeb","record_version_id":"890c5dfee17fc6b009801d3fbde786e1ac19734146104bbd2d31cddcdfc6d749","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"0406889fb386a3c69cede99735f61f40431a9c3c979c94cdb507c90366389271","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"af6fc1e7a20da76d4935ff8e7bc4631f0018f4f184299dd0d07bf082fc58b68e\",\"course_id\":\"MEDPHYS 671\",\"current_instructors\":[{\"instructor_uid\":\"instructor_6e2158029124499ce6653bf9\",\"message\":\"No course-specific reviews available\",\"name\":\"Bryan Bednarz\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":48,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2019: 4.00 GPA, 100.0% A/AB (n=13 letter grades); Fall 2020: 3.69 GPA, 88.9% A/AB (n=18 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=6 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_e260f066be676f99d4e60907\",\"message\":\"No course-specific reviews available\",\"name\":\"Wesley Culberson\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":35,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":39,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":49,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2020: 3.70 GPA, 100.0% A/AB (n=20 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=12 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=39 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=35 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=36 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":4,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":48,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"BRYAN BEDNARZ is recorded teaching in Fall 2019, Fall 2020, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":35,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":39,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":49,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"WESLEY CULBERSON is recorded teaching in Spring 2020, 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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"128bdd52214ad235250aa7ebac427890c4b6218f56d8a4e919dee41ab0b1c41a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Consent of instructor\",\"course\":null,\"evidence\":\"Consent of instructor\",\"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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"128bdd52214ad235250aa7ebac427890c4b6218f56d8a4e919dee41ab0b1c41a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"medical physics selected topics\",\"medical physics modalities\",\"medical physics literature review\",\"medical physics lab work\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"Critical reading of literature\"}],\"text\":\"Critical reading of scientific literature\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"hands-on lab work\"}],\"text\":\"Hands-on laboratory work\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"exploration of medical issues\"}],\"text\":\"Exploration of medical issues\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"title\",\"quote\":\"SELECTED TOPICS IN MEDICAL PHYSICS\"},{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"In-depth examination of current and newly discovered modalities and/or phenomenons in medical physics.\"}],\"text\":\"MEDPHYS 671 examines current medical physics modalities through literature review and lab work.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"current and newly discovered modalities and/or phenomenons in medical physics\"}],\"text\":\"Current and newly discovered medical physics modalities and phenomena\"}]}","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"128bdd52214ad235250aa7ebac427890c4b6218f56d8a4e919dee41ab0b1c41a","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c67e76b9fcb4248c24b2b2ac4644b11e129344b8772af57052de282327d509e7","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Consent of instructor\",\"course\":null,\"evidence\":\"Consent of instructor\",\"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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c67e76b9fcb4248c24b2b2ac4644b11e129344b8772af57052de282327d509e7","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"medical physics selected topics\",\"medical physics modalities\",\"medical physics literature review\",\"medical physics lab work\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"Critical reading of literature\"}],\"text\":\"Critical reading of scientific literature\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"hands-on lab work\"}],\"text\":\"Hands-on laboratory work\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"exploration of medical issues\"}],\"text\":\"Exploration of medical issues\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"title\",\"quote\":\"SELECTED TOPICS IN MEDICAL PHYSICS\"},{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"In-depth examination of current and newly discovered modalities and/or phenomenons in medical physics.\"}],\"text\":\"MEDPHYS 671 examines current medical physics modalities through literature review and lab work.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"current and newly discovered modalities and/or phenomenons in medical physics\"}],\"text\":\"Current and newly discovered medical physics modalities and phenomena\"}]}","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"c67e76b9fcb4248c24b2b2ac4644b11e129344b8772af57052de282327d509e7","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"2c8cfb38b347d1d4b7af61b705c7aab825d57b2ab8d8ef010c52608ba700fdeb","record_version_id":"890c5dfee17fc6b009801d3fbde786e1ac19734146104bbd2d31cddcdfc6d749","job_id":"enrich-6556a505c10f448d98d02466","output_id":"bdd9c140202ea1a249f8759a5adb2fdbc0f7b4a022910b98f728ef97b11387d1","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Consent of instructor\",\"course\":null,\"evidence\":\"Consent of instructor\",\"id\":\"req-consent\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"req-consent\",\"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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"2c8cfb38b347d1d4b7af61b705c7aab825d57b2ab8d8ef010c52608ba700fdeb","record_version_id":"890c5dfee17fc6b009801d3fbde786e1ac19734146104bbd2d31cddcdfc6d749","job_id":"enrich-6556a505c10f448d98d02466","output_id":"bdd9c140202ea1a249f8759a5adb2fdbc0f7b4a022910b98f728ef97b11387d1","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"hands-on lab work\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Explore a new phenomenon or modality in the medical physics area and apply the knowledge gained to research in the field\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"selected topics in medical physics\",\"medical imaging modalities\",\"radiography and CT principles\",\"nuclear medicine SPECT PET\",\"medical physics literature review\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"Critical reading of literature\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Critical reading of scientific literature\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Identify the physical principles underlying imaging technologies used in radiology and nuclear medicine: radiography, mammography, fluoroscopy, computed tomography (CT), scintigraphy, single-photon emission tomography (SPECT), and positron emission tomography (PET).\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Identifying physical principles of imaging technologies\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"title\",\"quote\":\"SELECTED TOPICS IN MEDICAL PHYSICS\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"},{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"In-depth examination of current and newly discovered modalities and/or phenomenons in medical physics.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Selected Topics in Medical Physics examines current and newly discovered modalities and phenomena in the field.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"current and newly discovered modalities and/or phenomenons in medical physics\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Current and newly discovered medical physics modalities and phenomena\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"imaging technologies used in radiology and nuclear medicine: radiography, mammography, fluoroscopy, computed tomography (CT), scintigraphy, single-photon emission tomography (SPECT), and positron emission tomography (PET).\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Physical principles of radiology and nuclear medicine imaging technologies\"}]}","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"2c8cfb38b347d1d4b7af61b705c7aab825d57b2ab8d8ef010c52608ba700fdeb","record_version_id":"890c5dfee17fc6b009801d3fbde786e1ac19734146104bbd2d31cddcdfc6d749","job_id":"enrich-6556a505c10f448d98d02466","output_id":"bdd9c140202ea1a249f8759a5adb2fdbc0f7b4a022910b98f728ef97b11387d1","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1162a4ce10774828e15d2990195b94be1ba9496d53ae285aab0e9172d410ef5f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Consent of instructor\",\"course\":null,\"evidence\":\"Consent of instructor\",\"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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1162a4ce10774828e15d2990195b94be1ba9496d53ae285aab0e9172d410ef5f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"medical physics selected topics\",\"medical physics modalities\",\"medical physics literature review\",\"medical physics lab work\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"Critical reading of literature\"}],\"text\":\"Critical reading of scientific literature\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"hands-on lab work\"}],\"text\":\"Hands-on laboratory work\"},{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"exploration of medical issues\"}],\"text\":\"Exploration of medical issues\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"title\",\"quote\":\"SELECTED TOPICS IN MEDICAL PHYSICS\"},{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"In-depth examination of current and newly discovered modalities and/or phenomenons in medical physics.\"}],\"text\":\"MEDPHYS 671 examines current medical physics modalities through literature review and lab work.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS 671\",\"field\":\"description\",\"quote\":\"current and newly discovered modalities and/or phenomenons in medical physics\"}],\"text\":\"Current and newly discovered medical physics modalities and phenomena\"}]}","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1162a4ce10774828e15d2990195b94be1ba9496d53ae285aab0e9172d410ef5f","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_c625c277b313c9140138cf15","course_id":"MEDPHYS 671","catalog_version_id":"8a73dfdb60c79b65b265dd5906d64d45cd38abfa06fad08a475bc9d957709eb8","record_version_id":"0c616ca9c5efc7bf3d01b1104f786e878d582a793f05eb13a112430a7d81860a","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1162a4ce10774828e15d2990195b94be1ba9496d53ae285aab0e9172d410ef5f","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"7c3fbe695a0446d07898d1beace2f6a21e4ad134f3df27f5b4d4d44e666dea8f\",\"course_id\":\"MEDPHYS 671\",\"current_instructors\":[{\"instructor_uid\":\"instructor_59cb6afe1fac27aab0174ab7\",\"message\":\"No course-specific reviews available\",\"name\":\"Wilmara Salgado Pabon\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":null,\"summary\":[{\"citations\":[{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":42,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":42,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=27 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=17 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=18 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 4.00 GPA, 100.0% A/AB (n=39 letter grades); Fall 2025: 4.00 GPA, 100.0% A/AB (n=35 letter grades); Spring 2026: 4.00 GPA, 100.0% A/AB (n=36 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":42,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS 671\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":42,\"source_course_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"source_record\":{\"entity_id\":\"bc24bb5c-94d3-3bc6-acbc-d4e91dbb8aaf\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"WILMARA SALGADO PABON is recorded teaching in Fall 2024, Spring 2025, Fall 2025, Spring 2026. 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}]