[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"b1481a17aedd40ad1f703a52c6fa720962cf7311a9b561a576b58e5a4dd37349","record_version_id":"e84cb167dd14aa77ebbe39ed4f0ff1b4c505d9549220357db8de9eb28244a260","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a2523a8c24646b921e73f24263705f4499e0c7377df4ab543bdb87defd2898ab","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"any_phys\",\"any_math\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376)\",\"id\":\"root_and\",\"kind\":\"all\"},{\"children\":[\"phys_202\",\"phys_208\",\"phys_248\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248)\",\"id\":\"any_phys\",\"kind\":\"any\"},{\"children\":[\"math_234\",\"math_376\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376)\",\"id\":\"any_math\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"phys_202\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208\",\"id\":\"phys_208\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"or248\",\"id\":\"phys_248\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 234\",\"id\":\"math_234\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"or376\",\"id\":\"math_376\",\"kind\":\"course\"}],\"notes\":[\"The source text 'or graduate/professional standing' appears after the AND clause without explicit grouping parentheses, creating ambiguity about whether it is an alternative to the entire prerequisite block or just the MATH requirement. The\",\"missing_space_note\"],\"root\":\"root_and\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"b1481a17aedd40ad1f703a52c6fa720962cf7311a9b561a576b58e5a4dd37349","record_version_id":"e84cb167dd14aa77ebbe39ed4f0ff1b4c505d9549220357db8de9eb28244a260","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a2523a8c24646b921e73f24263705f4499e0c7377df4ab543bdb87defd2898ab","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Build circuit blocks such as amplifiers, phase detectors, and logic gates using standard components.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Simulate and analyze complex logic circuits using dedicated software.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"fundamentals of electronics\",\"electronic elements\",\"basic circuits\",\"measuring instruments\",\"amplifiers\",\"phase detectors\",\"logic gates\",\"circuit troubleshooting\",\"noise and interference\",\"grounding issues\",\"integrated circuit chips\",\"arbitrary logic\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Use electronics to make sensitive measurements in the lab.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Making sensitive measurements in the lab using electronics\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Build circuit blocks such as amplifiers, phase detectors, and logic gates using standard components.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Building circuit blocks like amplifiers, phase detectors, and logic gates\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Recognize unexpected circuit behavior and troubleshoot it systematically.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Systematically troubleshooting unexpected circuit behavior\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Understand the origins of circuit problems like noise, interference, and grounding issues and design circuits to minimize them.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Designing circuits to minimize noise, interference, and grounding issues\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Assemble custom-built circuit blocks and pre-made integrated circuit chips to carry out arbitrary logic.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Assembling custom circuit blocks and IC chips for arbitrary logic\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Simulate and analyze complex logic circuits using dedicated software.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Simulating and analyzing complex logic circuits with dedicated software\"}],\"summary\":{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"title\",\"quote\":\"ELECTRONIC AIDS TO MEASUREMENT\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Build circuit blocks such as amplifiers, phase detectors, and logic gates using standard components.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Covers fundamentals of electronics, electronic elements, and basic circuits combined into measuring instruments. Students build circuit blocks like amplifiers, phase detectors, and logic gates.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Fundamentals of electronics, electronic elements, and basic circuits\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Build circuit blocks such as amplifiers, phase detectors, and logic gates using standard components.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Circuit blocks including amplifiers, phase detectors, and logic gates\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Understand the origins of circuit problems like noise, interference, and grounding issues and design circuits to minimize them.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Circuit problems: noise, interference, and grounding issues\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Assemble custom-built circuit blocks and pre-made integrated circuit chips to carry out arbitrary logic.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Arbitrary logic using custom circuit blocks and integrated circuit chips\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"b1481a17aedd40ad1f703a52c6fa720962cf7311a9b561a576b58e5a4dd37349","record_version_id":"e84cb167dd14aa77ebbe39ed4f0ff1b4c505d9549220357db8de9eb28244a260","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a2523a8c24646b921e73f24263705f4499e0c7377df4ab543bdb87defd2898ab","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Since this class is graduate level circuit (more advanced version of physics 321), McCammon goes through topics super fast, and tbh, sometimes confusing. However, he is always ready to help you during office hour, clarifying all the topics, and eventually you can learn a lot from this class\",\"course_id\":\"PHYSICS 623\",\"date\":\"2022-07-05 17:37:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3c46fbcffe97d27d89942533\",\"instructor_id\":\"rmp:1118441\",\"instructor_name\":\"Dan McCammon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\"}],\"evidence_count\":1,\"review_ids\":[\"3c46fbcffe97d27d89942533\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1118441\",\"name\":\"Dan McCammon\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:1118441\",\"summary\":\"One reviewer notes that Dan McCammon goes through topics super fast and sometimes confusingly, but is always ready to help during office hours.\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"b1481a17aedd40ad1f703a52c6fa720962cf7311a9b561a576b58e5a4dd37349","record_version_id":"e84cb167dd14aa77ebbe39ed4f0ff1b4c505d9549220357db8de9eb28244a260","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a2523a8c24646b921e73f24263705f4499e0c7377df4ab543bdb87defd2898ab","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"a008a2709c601ac9393489bb3d0bdd105b7cbe3db3b7563443208a188de9002d\",\"course_id\":\"PHYSICS 623\",\"current_instructors\":[{\"instructor_uid\":\"instructor_3e163d53f344bac7c2cb1088\",\"message\":\"No course-specific reviews available\",\"name\":\"Mitch McNanna\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:3113733\",\"summary\":[{\"citations\":[{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.55 GPA, 81.8% A/AB (n=11 letter grades); Spring 2026: 3.70 GPA, 100.0% A/AB (n=10 letter grades). Includes jointly taught sections.\"}]},{\"instructor_uid\":\"instructor_83565b6617121c9cc058a4f8\",\"message\":\"No course-specific reviews available\",\"name\":\"Victor Brar\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2210765\",\"summary\":[{\"citations\":[{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2018: 3.50 GPA, 61.1% A/AB (n=18 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Dan McCammon\",\"review_date\":\"2022-07-05 17:37:40 +0000 UTC\",\"review_id\":\"3c46fbcffe97d27d89942533\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1118441\",\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"The course covered advanced topics rapidly, which some students found confusing due to the fast pace of instruction.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Dan McCammon\",\"review_date\":\"2022-07-05 17:37:40 +0000 UTC\",\"review_id\":\"3c46fbcffe97d27d89942533\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1118441\",\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students found the graduate-level content challenging but noted that the instructor's office hours helped clarify difficult concepts.\"},{\"citations\":[{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.41 GPA, 62.5% A/AB (n=16 letter grades); Spring 2024: 3.55 GPA, 81.8% A/AB (n=11 letter grades); Spring 2026: 3.70 GPA, 100.0% A/AB (n=10 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Dan McCammon\",\"review_date\":\"2022-07-05 17:37:40 +0000 UTC\",\"review_id\":\"3c46fbcffe97d27d89942533\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1118441\",\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Despite the fast pace, students appreciated that the instructor was always ready to help during office hours, leading to significant learning.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"MITCH MCNANNA is recorded teaching in Spring 2024, Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"}],\"text\":\"VICTOR BRAR is recorded teaching in Fall 2018. 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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"41964c02b1c7379b4b97351342eaebd5921a4988f346679bab0db2146198e0fb","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376), or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208, or248\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 234or376\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"248\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 234\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"376\",\"id\":\"n9\",\"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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"41964c02b1c7379b4b97351342eaebd5921a4988f346679bab0db2146198e0fb","section":"search_profile","status":"invalid","value_json":null,"candidate_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"PHYSICS 202\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for engineering students. Electricity, magnetism, light, and sound.\"},{\"course_id\":\"PHYSICS 208\",\"field\":\"description\",\"quote\":\"Continuation of PHYSICS 207: calculus-based introduction to physics intended for students majoring in biological sciences. Electricity, magnetism, light, and modern physics.\"},{\"course_id\":\"PHYSICS 248\",\"field\":\"description\",\"quote\":\"Continuation of PHYSICS 247. Electromagnetism, circuits, optics, additional topics in modern physics; with computation.\"},{\"course_id\":\"MATH 234\",\"field\":\"description\",\"quote\":\"Introduction to calculus of functions of several variables; calculus on parameterized curves, derivatives of functions of several variables, multiple integrals, vector calculus.\"}],\"text\":\"Calculus-based physics (electricity, magnetism, circuits) and multivariable calculus.\"}],\"search_phrases\":[\"electronic measurement instruments\",\"electronics fundamentals\",\"physics 623 prerequisites\",\"calculus based physics electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Understanding electronic elements and basic circuits.\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"combinations of these into measuring instruments.\"}],\"text\":\"Combining electronic elements into measuring instruments.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"title\",\"quote\":\"ELECTRONIC AIDS TO MEASUREMENT\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Covers fundamentals of electronics, basic circuits, and their combination into measuring instruments.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics\"}],\"text\":\"Fundamentals of electronics\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"electronic elements\"}],\"text\":\"Electronic elements\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"basic circuits\"}],\"text\":\"Basic circuits\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"measuring instruments\"}],\"text\":\"Measuring instruments\"}]}","error":"Invalid evidence for PHYSICS 208.description: 'Continuation of PHYSICS 207: calculus-based introduction to physics intended for students majoring in biological sciences. Electricity, magnetism, light, and modern physics.'. Copy a short exact substring from supplied text; do not paraphrase or invent omitted text.","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"41964c02b1c7379b4b97351342eaebd5921a4988f346679bab0db2146198e0fb","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"07caddd484c9ecb8e188b073f52219302f0c4a2a831aee10f894daa9fc1af00f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376), or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208, or248\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 234or376\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"248\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 234\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"376\",\"id\":\"n9\",\"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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"07caddd484c9ecb8e188b073f52219302f0c4a2a831aee10f894daa9fc1af00f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"PHYSICS 202\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for engineering students. Electricity, magnetism, light, and sound.\"},{\"course_id\":\"PHYSICS 208\",\"field\":\"description\",\"quote\":\"calculus-based introduction to physics intended for students majoring in biological sciences\"},{\"course_id\":\"PHYSICS 248\",\"field\":\"description\",\"quote\":\"Electromagnetism, circuits, optics, additional topics in modern physics; with computation.\"},{\"course_id\":\"MATH 234\",\"field\":\"description\",\"quote\":\"Introduction to calculus of functions of several variables; calculus on parameterized curves, derivatives of functions of several variables, multiple integrals, vector calculus.\"}],\"text\":\"Calculus-based physics (electricity, magnetism, circuits) and multivariable calculus.\"}],\"search_phrases\":[\"electronic measurement instruments\",\"electronics fundamentals\",\"physics 623 prerequisites\",\"calculus based physics electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Understanding electronic elements and basic circuits.\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"combinations of these into measuring instruments.\"}],\"text\":\"Combining electronic elements into measuring instruments.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"title\",\"quote\":\"ELECTRONIC AIDS TO MEASUREMENT\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Covers fundamentals of electronics, basic circuits, and their combination into measuring instruments.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics\"}],\"text\":\"Fundamentals of electronics\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"electronic elements\"}],\"text\":\"Electronic elements\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"basic circuits\"}],\"text\":\"Basic circuits\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"measuring instruments\"}],\"text\":\"Measuring instruments\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"07caddd484c9ecb8e188b073f52219302f0c4a2a831aee10f894daa9fc1af00f","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Since this class is graduate level circuit (more advanced version of physics 321), McCammon goes through topics super fast, and tbh, sometimes confusing. However, he is always ready to help you during office hour, clarifying all the topics, and eventually you can learn a lot from this class\",\"course_id\":\"PHYSICS 623\",\"date\":\"2022-07-05 17:37:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3c46fbcffe97d27d89942533\",\"instructor_id\":\"rmp:1118441\",\"instructor_name\":\"Dan McCammon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\"}],\"evidence_count\":1,\"review_ids\":[\"3c46fbcffe97d27d89942533\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1118441\",\"name\":\"Dan McCammon\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"The instructor covers topics very quickly which can be confusing, but is available to help clarify concepts during office hours.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Since this class is graduate level circuit (more advanced version of physics 321), McCammon goes through topics super fast, and tbh, sometimes confusing. However, he is always ready to help you during office hour, clarifying all the topics, and eventually you can learn a lot from this class\",\"course_id\":\"PHYSICS 623\",\"date\":\"2022-07-05 17:37:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3c46fbcffe97d27d89942533\",\"instructor_id\":\"rmp:1118441\",\"instructor_name\":\"Dan McCammon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\"}],\"evidence_count\":1,\"review_ids\":[\"3c46fbcffe97d27d89942533\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1118441\",\"name\":\"Dan McCammon\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Despite the fast pace and initial confusion, students can learn a lot from the class due to the instructor's willingness to help.\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"b1481a17aedd40ad1f703a52c6fa720962cf7311a9b561a576b58e5a4dd37349","record_version_id":"e84cb167dd14aa77ebbe39ed4f0ff1b4c505d9549220357db8de9eb28244a260","job_id":"enrich-6556a505c10f448d98d02466","output_id":"c8aee5232bc26b76ab5c2f0e6de3f0e753ea2bc5a0df88aad9c557c943f42fd2","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"any_phys\",\"any_math\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376)\",\"id\":\"root_and\",\"kind\":\"all\"},{\"children\":[\"phys_202\",\"phys_208\",\"phys_248\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248)\",\"id\":\"any_phys\",\"kind\":\"any\"},{\"children\":[\"math_234\",\"math_376\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234or376)\",\"id\":\"any_math\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"phys_202\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208\",\"id\":\"phys_208\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"or248\",\"id\":\"phys_248\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 234\",\"id\":\"math_234\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"or376\",\"id\":\"math_376\",\"kind\":\"course\"}],\"notes\":[\"The source text 'or graduate/professional standing' appears after the AND clause without explicit grouping parentheses, creating ambiguity about whether it is an alternative to the entire prerequisite block or just the MATH requirement. The\",\"missing_space_note\"],\"root\":\"root_and\",\"status\":\"needs_review\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"b1481a17aedd40ad1f703a52c6fa720962cf7311a9b561a576b58e5a4dd37349","record_version_id":"e84cb167dd14aa77ebbe39ed4f0ff1b4c505d9549220357db8de9eb28244a260","job_id":"enrich-6556a505c10f448d98d02466","output_id":"c8aee5232bc26b76ab5c2f0e6de3f0e753ea2bc5a0df88aad9c557c943f42fd2","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Build circuit blocks such as amplifiers, phase detectors, and logic gates using standard components.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"label\":\"lab-work\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Simulate and analyze complex logic circuits using dedicated software.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"fundamentals of electronics\",\"electronic elements\",\"basic circuits\",\"measuring instruments\",\"amplifiers\",\"phase detectors\",\"logic gates\",\"circuit troubleshooting\",\"noise and interference\",\"grounding issues\",\"integrated circuit chips\",\"arbitrary logic\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Use electronics to make sensitive measurements in the lab.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Making sensitive measurements in the lab using electronics\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Build circuit blocks such as amplifiers, phase detectors, and logic gates using standard components.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Building circuit blocks like amplifiers, phase detectors, and logic gates\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Recognize unexpected circuit behavior and troubleshoot it systematically.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Systematically troubleshooting unexpected circuit behavior\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Understand the origins of circuit problems like noise, interference, and grounding issues and design circuits to minimize them.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Designing circuits to minimize noise, interference, and grounding issues\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Assemble custom-built circuit blocks and pre-made integrated circuit chips to carry out arbitrary logic.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Assembling custom circuit blocks and IC chips for arbitrary logic\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Simulate and analyze complex logic circuits using dedicated software.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Simulating and analyzing complex logic circuits with dedicated software\"}],\"summary\":{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"title\",\"quote\":\"ELECTRONIC AIDS TO MEASUREMENT\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Build circuit blocks such as amplifiers, phase detectors, and logic gates using standard components.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Covers fundamentals of electronics, electronic elements, and basic circuits combined into measuring instruments. Students build circuit blocks like amplifiers, phase detectors, and logic gates.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Fundamentals of electronics, electronic elements, and basic circuits\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Build circuit blocks such as amplifiers, phase detectors, and logic gates using standard components.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Circuit blocks including amplifiers, phase detectors, and logic gates\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Understand the origins of circuit problems like noise, interference, and grounding issues and design circuits to minimize them.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Circuit problems: noise, interference, and grounding issues\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Assemble custom-built circuit blocks and pre-made integrated circuit chips to carry out arbitrary logic.\",\"source_url\":\"https://guide.wisc.edu/courses/physics/\"}],\"text\":\"Arbitrary logic using custom circuit blocks and integrated circuit chips\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"b1481a17aedd40ad1f703a52c6fa720962cf7311a9b561a576b58e5a4dd37349","record_version_id":"e84cb167dd14aa77ebbe39ed4f0ff1b4c505d9549220357db8de9eb28244a260","job_id":"enrich-6556a505c10f448d98d02466","output_id":"c8aee5232bc26b76ab5c2f0e6de3f0e753ea2bc5a0df88aad9c557c943f42fd2","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Since this class is graduate level circuit (more advanced version of physics 321), McCammon goes through topics super fast, and tbh, sometimes confusing. However, he is always ready to help you during office hour, clarifying all the topics, and eventually you can learn a lot from this class\",\"course_id\":\"PHYSICS 623\",\"date\":\"2022-07-05 17:37:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3c46fbcffe97d27d89942533\",\"instructor_id\":\"rmp:1118441\",\"instructor_name\":\"Dan McCammon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\"}],\"evidence_count\":1,\"review_ids\":[\"3c46fbcffe97d27d89942533\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1118441\",\"name\":\"Dan McCammon\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"subject_instructor_id\":\"rmp:1118441\",\"summary\":\"One reviewer notes that Dan McCammon goes through topics super fast and sometimes confusingly, but is always ready to help during office hours.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-789789da373eecc1ff75f626","output_id":"ba56ed9bf0ccfec6bfde360d4e1cc7777647d631075f5ec9fbdeafd13148d427","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376), or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208, or248\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 234or376\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"248\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 234\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"376\",\"id\":\"n9\",\"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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-789789da373eecc1ff75f626","output_id":"ba56ed9bf0ccfec6bfde360d4e1cc7777647d631075f5ec9fbdeafd13148d427","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"PHYSICS 202\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for engineering students. Electricity, magnetism, light, and sound.\"},{\"course_id\":\"PHYSICS 208\",\"field\":\"description\",\"quote\":\"calculus-based introduction to physics intended for students majoring in biological sciences\"},{\"course_id\":\"PHYSICS 248\",\"field\":\"description\",\"quote\":\"Electromagnetism, circuits, optics, additional topics in modern physics; with computation.\"},{\"course_id\":\"MATH 234\",\"field\":\"description\",\"quote\":\"Introduction to calculus of functions of several variables; calculus on parameterized curves, derivatives of functions of several variables, multiple integrals, vector calculus.\"}],\"text\":\"Calculus-based physics (electricity, magnetism, circuits) and multivariable calculus.\"}],\"search_phrases\":[\"electronic measurement instruments\",\"electronics fundamentals\",\"physics 623 prerequisites\",\"calculus based physics electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Understanding electronic elements and basic circuits.\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"combinations of these into measuring instruments.\"}],\"text\":\"Combining electronic elements into measuring instruments.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"title\",\"quote\":\"ELECTRONIC AIDS TO MEASUREMENT\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Covers fundamentals of electronics, basic circuits, and their combination into measuring instruments.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics\"}],\"text\":\"Fundamentals of electronics\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"electronic elements\"}],\"text\":\"Electronic elements\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"basic circuits\"}],\"text\":\"Basic circuits\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"measuring instruments\"}],\"text\":\"Measuring instruments\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-789789da373eecc1ff75f626","output_id":"ba56ed9bf0ccfec6bfde360d4e1cc7777647d631075f5ec9fbdeafd13148d427","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3b3234c91ac4d4fb1b5a573e581e14094edb72126db76ca098ee680928fdea12","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376), or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208, or248\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 234or376\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"248\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 234\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"376\",\"id\":\"n9\",\"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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3b3234c91ac4d4fb1b5a573e581e14094edb72126db76ca098ee680928fdea12","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"PHYSICS 202\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for engineering students. Electricity, magnetism, light, and sound.\"},{\"course_id\":\"PHYSICS 208\",\"field\":\"description\",\"quote\":\"calculus-based introduction to physics intended for students majoring in biological sciences\"},{\"course_id\":\"PHYSICS 248\",\"field\":\"description\",\"quote\":\"Electromagnetism, circuits, optics, additional topics in modern physics; with computation.\"},{\"course_id\":\"MATH 234\",\"field\":\"description\",\"quote\":\"Introduction to calculus of functions of several variables; calculus on parameterized curves, derivatives of functions of several variables, multiple integrals, vector calculus.\"}],\"text\":\"Calculus-based physics (electricity, magnetism, circuits) and multivariable calculus.\"}],\"search_phrases\":[\"electronic measurement instruments\",\"electronics fundamentals\",\"physics 623 prerequisites\",\"calculus based physics electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Understanding electronic elements and basic circuits.\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"combinations of these into measuring instruments.\"}],\"text\":\"Combining electronic elements into measuring instruments.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"title\",\"quote\":\"ELECTRONIC AIDS TO MEASUREMENT\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Covers fundamentals of electronics, basic circuits, and their combination into measuring instruments.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics\"}],\"text\":\"Fundamentals of electronics\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"electronic elements\"}],\"text\":\"Electronic elements\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"basic circuits\"}],\"text\":\"Basic circuits\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"measuring instruments\"}],\"text\":\"Measuring instruments\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3b3234c91ac4d4fb1b5a573e581e14094edb72126db76ca098ee680928fdea12","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Since this class is graduate level circuit (more advanced version of physics 321), McCammon goes through topics super fast, and tbh, sometimes confusing. However, he is always ready to help you during office hour, clarifying all the topics, and eventually you can learn a lot from this class\",\"course_id\":\"PHYSICS 623\",\"date\":\"2022-07-05 17:37:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3c46fbcffe97d27d89942533\",\"instructor_id\":\"rmp:1118441\",\"instructor_name\":\"Dan McCammon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\"}],\"evidence_count\":1,\"review_ids\":[\"3c46fbcffe97d27d89942533\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1118441\",\"name\":\"Dan McCammon\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"The instructor covers topics very quickly which can be confusing, but is available to help clarify concepts during office hours.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Since this class is graduate level circuit (more advanced version of physics 321), McCammon goes through topics super fast, and tbh, sometimes confusing. However, he is always ready to help you during office hour, clarifying all the topics, and eventually you can learn a lot from this class\",\"course_id\":\"PHYSICS 623\",\"date\":\"2022-07-05 17:37:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3c46fbcffe97d27d89942533\",\"instructor_id\":\"rmp:1118441\",\"instructor_name\":\"Dan McCammon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\"}],\"evidence_count\":1,\"review_ids\":[\"3c46fbcffe97d27d89942533\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1118441\",\"name\":\"Dan McCammon\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Despite the fast pace and initial confusion, students can learn a lot from the class due to the instructor's willingness to help.\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"3b3234c91ac4d4fb1b5a573e581e14094edb72126db76ca098ee680928fdea12","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"93e3fc17c2905d0b03617fe9b5c9d5582f8a67de293310ae83ad20afde04e6f7\",\"course_id\":\"PHYSICS 623\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.41 GPA, 62.5% A/AB (n=16 letter grades); Spring 2024: 3.55 GPA, 81.8% A/AB (n=11 letter grades); Spring 2026: 3.70 GPA, 100.0% A/AB (n=10 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"f7c95004bcda3971205f59b0917a7976112f9043e64e925f4f5be2fe102ac69f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376), or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n3\",\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"(PHYSICS 202,208, or248) and (MATH 234or376)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n2\",\"kind\":\"condition\"},{\"children\":[\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"PHYSICS 202,208, or248\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[\"n8\",\"n9\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 234or376\",\"id\":\"n4\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":202,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS 202\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":208,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"208\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":248,\"minimum_grade\":null,\"subjects\":[\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"248\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 234\",\"id\":\"n8\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":376,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"376\",\"id\":\"n9\",\"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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"f7c95004bcda3971205f59b0917a7976112f9043e64e925f4f5be2fe102ac69f","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"PHYSICS 202\",\"field\":\"description\",\"quote\":\"Calculus-based introduction to physics intended for engineering students. Electricity, magnetism, light, and sound.\"},{\"course_id\":\"PHYSICS 208\",\"field\":\"description\",\"quote\":\"calculus-based introduction to physics intended for students majoring in biological sciences\"},{\"course_id\":\"PHYSICS 248\",\"field\":\"description\",\"quote\":\"Electromagnetism, circuits, optics, additional topics in modern physics; with computation.\"},{\"course_id\":\"MATH 234\",\"field\":\"description\",\"quote\":\"Introduction to calculus of functions of several variables; calculus on parameterized curves, derivatives of functions of several variables, multiple integrals, vector calculus.\"}],\"text\":\"Calculus-based physics (electricity, magnetism, circuits) and multivariable calculus.\"}],\"search_phrases\":[\"electronic measurement instruments\",\"electronics fundamentals\",\"physics 623 prerequisites\",\"calculus based physics electronics\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Understanding electronic elements and basic circuits.\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"combinations of these into measuring instruments.\"}],\"text\":\"Combining electronic elements into measuring instruments.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"title\",\"quote\":\"ELECTRONIC AIDS TO MEASUREMENT\"},{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics, electronic elements, basic circuits; combinations of these into measuring instruments.\"}],\"text\":\"Covers fundamentals of electronics, basic circuits, and their combination into measuring instruments.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"Fundamentals of electronics\"}],\"text\":\"Fundamentals of electronics\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"electronic elements\"}],\"text\":\"Electronic elements\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"basic circuits\"}],\"text\":\"Basic circuits\"},{\"evidence\":[{\"course_id\":\"PHYSICS 623\",\"field\":\"description\",\"quote\":\"measuring instruments\"}],\"text\":\"Measuring instruments\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"f7c95004bcda3971205f59b0917a7976112f9043e64e925f4f5be2fe102ac69f","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Since this class is graduate level circuit (more advanced version of physics 321), McCammon goes through topics super fast, and tbh, sometimes confusing. However, he is always ready to help you during office hour, clarifying all the topics, and eventually you can learn a lot from this class\",\"course_id\":\"PHYSICS 623\",\"date\":\"2022-07-05 17:37:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3c46fbcffe97d27d89942533\",\"instructor_id\":\"rmp:1118441\",\"instructor_name\":\"Dan McCammon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\"}],\"evidence_count\":1,\"review_ids\":[\"3c46fbcffe97d27d89942533\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1118441\",\"name\":\"Dan McCammon\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"mixed\",\"summary\":\"The instructor covers topics very quickly which can be confusing, but is available to help clarify concepts during office hours.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Since this class is graduate level circuit (more advanced version of physics 321), McCammon goes through topics super fast, and tbh, sometimes confusing. However, he is always ready to help you during office hour, clarifying all the topics, and eventually you can learn a lot from this class\",\"course_id\":\"PHYSICS 623\",\"date\":\"2022-07-05 17:37:40 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"3c46fbcffe97d27d89942533\",\"instructor_id\":\"rmp:1118441\",\"instructor_name\":\"Dan McCammon\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\"}],\"evidence_count\":1,\"review_ids\":[\"3c46fbcffe97d27d89942533\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1118441\",\"name\":\"Dan McCammon\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"Despite the fast pace and initial confusion, students can learn a lot from the class due to the instructor's willingness to help.\"}]}","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_3896d5f4d3f708994b298a89","course_id":"PHYSICS 623","catalog_version_id":"f53f88d59455088706b3e254ff49ee6c6350e5d22743b95e806321db28d614a8","record_version_id":"0d5455b3d649178f9d6d99ae29d9f3b0238737cebeaedcf34e56d6ef2c227207","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"f7c95004bcda3971205f59b0917a7976112f9043e64e925f4f5be2fe102ac69f","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"93e3fc17c2905d0b03617fe9b5c9d5582f8a67de293310ae83ad20afde04e6f7\",\"course_id\":\"PHYSICS 623\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Dan McCammon\",\"review_date\":\"2022-07-05 17:37:40 +0000 UTC\",\"review_id\":\"3c46fbcffe97d27d89942533\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1118441\",\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\",\"type\":\"review\"}],\"text\":\"Historical reviews of Dan McCammon: The course is a graduate-level circuit class, rated as very difficult with a rating of 5.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Dan McCammon\",\"review_date\":\"2022-07-05 17:37:40 +0000 UTC\",\"review_id\":\"3c46fbcffe97d27d89942533\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1118441\",\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\",\"type\":\"review\"}],\"text\":\"Historical reviews of Dan McCammon: Dan McCammon teaches this graduate-level circuit course at a rapid pace that some students find confusing. He compensates by being available during office hours to clarify topics, allowing students to learn significantly from the material.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Dan McCammon\",\"review_date\":\"2022-07-05 17:37:40 +0000 UTC\",\"review_id\":\"3c46fbcffe97d27d89942533\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1118441\",\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\",\"type\":\"review\"}],\"text\":\"Historical reviews of Dan McCammon: Dan McCammon teaches this graduate-level circuit course at a fast pace that can be confusing, but his helpful office hours allow students to learn a lot.\"},{\"citations\":[{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1234\",\"type\":\"grade\"},{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"PHYSICS 623\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"3d5ef56e-011c-3908-b18d-fd270599168c\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2023: 3.41 GPA, 62.5% A/AB (n=16 letter grades); Spring 2024: 3.55 GPA, 81.8% A/AB (n=11 letter grades); Spring 2026: 3.70 GPA, 100.0% A/AB (n=10 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Dan McCammon\",\"review_date\":\"2022-07-05 17:37:40 +0000 UTC\",\"review_id\":\"3c46fbcffe97d27d89942533\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1118441\",\"source_review_id\":\"UmF0aW5nLTM2NTA0MjA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1118441\",\"type\":\"review\"}],\"text\":\"Historical reviews of Dan McCammon: While the lecture pace is fast and sometimes confusing, students find value in the instructor's willingness to clarify topics during office hours.\"}],\"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}]