[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a4d2df05e0264f2a6b95bab4886b77fd4fd49404fcbfead5ae93f3548496869f","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req_all_prereqs\",\"req_grad_standing\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569) or graduate/professional standing\",\"id\":\"req_root\",\"kind\":\"any\"},{\"children\":[\"req_ne305\",\"req_any_upper\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"req_all_prereqs\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":305,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 305\",\"id\":\"req_ne305\",\"kind\":\"course\"},{\"children\":[\"req_ne405\",\"req_ne408\",\"req_501_multi\",\"req_569_multi\"],\"condition\":null,\"course\":null,\"evidence\":\"(N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"req_any_upper\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":405,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 405\",\"id\":\"req_ne405\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":408,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 408\",\"id\":\"req_ne408\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":501,\"minimum_grade\":null,\"subjects\":[\"BME\",\"HONCOL\",\"MEDPHYS\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/B M E/H ONCOL/MED PHYS 501\",\"id\":\"req_501_multi\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":569,\"minimum_grade\":null,\"subjects\":[\"MEDPHYS\",\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E/MED PHYS 569\",\"id\":\"req_569_multi\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req_grad_standing\",\"kind\":\"condition\"}],\"notes\":[\"Interpreted as (NE 305 AND one of the listed upper-level courses) OR graduate/professional standing.\",\"Slash-separated subject prefixes are treated as alternative subject codes for the same course number.\"],\"root\":\"req_root\",\"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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a4d2df05e0264f2a6b95bab4886b77fd4fd49404fcbfead5ae93f3548496869f","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major emphasis is on analysis of real-world problems.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"Monte Carlo radiation transport\",\"nuclear engineering simulation\",\"medical physics particle transport\",\"neutral particle transport theory\",\"Monte Carlo software exercises\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Use an industry-relevant software package to perform Monte Carlo radiation transport simulations for analysis of fixed source and/or multiplying systems\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Perform Monte Carlo radiation transport simulations using industry-relevant software packages\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Explain how random processes are used to simulate a single particle transport history through an engineering system, including source, streaming and collisions\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Explain the use of random processes to simulate single particle transport histories\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Analyze the statistical performance of a simulation and suggest ways to improve that performance\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Analyze statistical performance of simulations and suggest improvements\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Apply Monte Carlo radiation transport to a problem related to your research\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Apply Monte Carlo radiation transport to research-related problems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"title\",\"quote\":\"MONTE CARLO RADIATION TRANSPORT\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"},{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics. Major theory of Monte Carlo neutral particle transport is discussed.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Covers Monte Carlo techniques for nuclear engineering and medical physics, focusing on neutral particle transport theory and software-based analysis of real-world problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major theory of Monte Carlo neutral particle transport is discussed.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Theory of Monte Carlo neutral particle transport\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Applications in nuclear engineering and medical physics\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Explain how the paths of many particle transport histories are combined to provide estimates of engineering results\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Combining particle transport histories for engineering estimates\"}]}","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a4d2df05e0264f2a6b95bab4886b77fd4fd49404fcbfead5ae93f3548496869f","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a4d2df05e0264f2a6b95bab4886b77fd4fd49404fcbfead5ae93f3548496869f","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"d8eb43c3cb22d64039c07aad3acc5d2a88f3fc67adb00be41070f749b7dd9ca0\",\"course_id\":\"MEDPHYS/NE 506\",\"current_instructors\":[{\"instructor_uid\":\"instructor_03f04d8f1d30b76a92fbadb8\",\"message\":\"No course-specific reviews available\",\"name\":\"Paul Wilson\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2885897\",\"summary\":[{\"citations\":[{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2017: 3.65 GPA, 76.9% A/AB (n=26 letter grades); Spring 2019: 3.34 GPA, 47.4% A/AB (n=19 letter grades); Spring 2026: 3.72 GPA, 88.9% A/AB (n=9 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.56 GPA, 66.7% A/AB (n=9 letter grades); Spring 2025: 3.69 GPA, 87.5% A/AB (n=8 letter grades); Spring 2026: 3.72 GPA, 88.9% A/AB (n=9 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1074\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1084\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1104\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1154\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"PAUL WILSON is recorded teaching in Spring 2007, Spring 2008, Spring 2009, Spring 2010, Spring 2012, Spring 2013, Spring 2014, Spring 2015, Spring 2016, Spring 2017, Spring 2019, 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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d494af8ac3d6b28a541bd178e7931d5edf12fa90ebf084878d4e95c6bdad49e2","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569) or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[\"n4\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"n1\",\"kind\":\"all\"},{\"children\":[\"n5\",\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n3\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":305,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 305\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":405,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 405\",\"id\":\"n5\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":408,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 408\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":501,\"minimum_grade\":null,\"subjects\":[\"BME\",\"HONCOL\",\"MEDPHYS\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/B M E/H ONCOL/MED PHYS 501\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":569,\"minimum_grade\":null,\"subjects\":[\"MEDPHYS\",\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E/MED PHYS 569\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"The requirements text contains formatting artifacts (missing spaces, merged words) which have been interpreted based on the provided linked_courses. The structure is interpreted as: (NE 305 AND (NE 405 AND (NE 408 OR BME/HONCOL/MEDPHYS/PHYS\",\"root\",\"n0\",\"status\"],\"root\":\"n0\",\"status\":\"needs_review\"}","error":"Unreachable nodes: n8; connect all conditions and exclusions to the root.","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d494af8ac3d6b28a541bd178e7931d5edf12fa90ebf084878d4e95c6bdad49e2","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"NE 305\",\"field\":\"description\",\"quote\":\"Properties of nuclei, nuclear structure, radioactivity, nuclear reactions, fission, resonance reactions, moderation of neutrons.\"},{\"course_id\":\"NE 405\",\"field\":\"description\",\"quote\":\"The neutronics behavior of fission reactors, primarily from a theoretical, one-speed perspective. Criticality, fission product poisoning, reactivity control, reactor stability and introductory concepts in fuel management, followed by slowing down and one-speed diffusion theory.\"},{\"course_id\":\"NE 408\",\"field\":\"description\",\"quote\":\"Sources, interactions, and detection of ionizing radiation. Biological effects, shielding, standards of radiation protection.\"},{\"course_id\":\"MEDPHYS/NE 569\",\"field\":\"description\",\"quote\":\"Physical and biological aspects of the use of ionizing radiation in industrial and academic institutions; physical principles underlying shielding instrumentation, waste disposal; biological effects of low levels of ionizing radiation.\"}],\"text\":\"Foundational nuclear engineering principles, reactor theory, radiation interactions, and health physics.\"},{\"evidence\":[{\"course_id\":\"BME/HONCOL/MEDPHYS/PHYSICS 501\",\"field\":\"description\",\"quote\":\"Interactions and energy deposition by ionizing radiation in matter; concepts, quantities and units in radiological physics; principles and methods of radiation dosimetry.\"}],\"text\":\"Radiation physics, dosimetry, and energy deposition concepts.\"}],\"search_phrases\":[\"Monte Carlo radiation transport\",\"nuclear engineering Monte Carlo\",\"medical physics simulation\",\"neutral particle transport software\",\"radiation shielding analysis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\"},{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\"}],\"text\":\"Application of Monte Carlo techniques and standard transport software.\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major emphasis is on analysis of real-world problems.\"}],\"text\":\"Analysis of real-world radiation transport problems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics. Major theory of Monte Carlo neutral particle transport is discussed. Standard Monte Carlo transport software is used for exercises and projects. Major emphasis is on analysis of real-world problems.\"}],\"text\":\"Covers Monte Carlo neutral particle transport theory and software applications for nuclear engineering and medical physics problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major theory of Monte Carlo neutral particle transport is discussed.\"}],\"text\":\"Monte Carlo neutral particle transport theory\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\"}],\"text\":\"Applications in nuclear engineering and medical physics\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\"}],\"text\":\"Monte Carlo transport software usage\"}]}","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"d494af8ac3d6b28a541bd178e7931d5edf12fa90ebf084878d4e95c6bdad49e2","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b7af3acdf22d54935008a9c3ac0a4b83204ad11ebc4aaafef38e3984e2b18b8a","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569) or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n3\",\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"n2\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":305,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 305\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":405,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 405\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":408,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 408\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":501,\"minimum_grade\":null,\"subjects\":[\"BME\",\"HONCOL\",\"MEDPHYS\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/B M E/H ONCOL/MED PHYS 501\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":569,\"minimum_grade\":null,\"subjects\":[\"MEDPHYS\",\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E/MED PHYS 569\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"Requirements text interpreted as: (NE 305 AND NE 405 AND (NE 408 OR 501 OR 569)) OR graduate/professional standing.\"],\"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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b7af3acdf22d54935008a9c3ac0a4b83204ad11ebc4aaafef38e3984e2b18b8a","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"NE 305\",\"field\":\"description\",\"quote\":\"Properties of nuclei, nuclear structure, radioactivity, nuclear reactions, fission, resonance reactions, moderation of neutrons.\"},{\"course_id\":\"NE 405\",\"field\":\"description\",\"quote\":\"The neutronics behavior of fission reactors, primarily from a theoretical, one-speed perspective. Criticality, fission product poisoning, reactivity control, reactor stability and introductory concepts in fuel management, followed by slowing down and one-speed diffusion theory.\"},{\"course_id\":\"NE 408\",\"field\":\"description\",\"quote\":\"Sources, interactions, and detection of ionizing radiation. Biological effects, shielding, standards of radiation protection.\"},{\"course_id\":\"MEDPHYS/NE 569\",\"field\":\"description\",\"quote\":\"Physical and biological aspects of the use of ionizing radiation in industrial and academic institutions; physical principles underlying shielding instrumentation, waste disposal; biological effects of low levels of ionizing radiation.\"}],\"text\":\"Foundational nuclear engineering principles, reactor theory, radiation interactions, and health physics.\"},{\"evidence\":[{\"course_id\":\"BME/HONCOL/MEDPHYS/PHYSICS 501\",\"field\":\"description\",\"quote\":\"Interactions and energy deposition by ionizing radiation in matter; concepts, quantities and units in radiological physics; principles and methods of radiation dosimetry.\"}],\"text\":\"Radiation physics, dosimetry, and energy deposition concepts.\"}],\"search_phrases\":[\"Monte Carlo radiation transport\",\"nuclear engineering Monte Carlo\",\"medical physics simulation\",\"neutral particle transport software\",\"radiation shielding analysis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\"},{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\"}],\"text\":\"Application of Monte Carlo techniques and standard transport software.\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major emphasis is on analysis of real-world problems.\"}],\"text\":\"Analysis of real-world radiation transport problems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics. Major theory of Monte Carlo neutral particle transport is discussed. Standard Monte Carlo transport software is used for exercises and projects. Major emphasis is on analysis of real-world problems.\"}],\"text\":\"Covers Monte Carlo neutral particle transport theory and software applications for nuclear engineering and medical physics problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major theory of Monte Carlo neutral particle transport is discussed.\"}],\"text\":\"Monte Carlo neutral particle transport theory\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\"}],\"text\":\"Applications in nuclear engineering and medical physics\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\"}],\"text\":\"Monte Carlo transport software usage\"}]}","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"b7af3acdf22d54935008a9c3ac0a4b83204ad11ebc4aaafef38e3984e2b18b8a","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-6556a505c10f448d98d02466","output_id":"d4bd4cdbb29ea2e07adac483fdac7a75e94d1c47c2323855706283399f511e99","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":305,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569) or graduate/professional standing\",\"id\":\"req_ne305\",\"kind\":\"course\"},{\"children\":[\"req_any_405_408_501_569\",\"req_grad_standing\"],\"condition\":null,\"course\":null,\"evidence\":\"(N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569) or graduate/professional standing\",\"id\":\"req_root_any\",\"kind\":\"any\"},{\"children\":[\"req_ne405\",\"req_ne408\",\"req_501_multi\",\"req_569_multi\"],\"condition\":null,\"course\":null,\"evidence\":\"(N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"req_any_405_408_501_569\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":405,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 405\",\"id\":\"req_ne405\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":408,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 408\",\"id\":\"req_ne408\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":501,\"minimum_grade\":null,\"subjects\":[\"BME\",\"HONCOL\",\"MEDPHYS\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/B M E/H ONCOL/MED PHYS 501\",\"id\":\"req_501_multi\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":569,\"minimum_grade\":null,\"subjects\":[\"MEDPHYS\",\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E/MED PHYS 569\",\"id\":\"req_569_multi\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req_grad_standing\",\"kind\":\"condition\"}],\"notes\":[\"The requirement structure is interpreted as NE 305 AND (Any of NE 405, NE 408, Multi-subject 501, or Multi-subject 569 OR Graduate/Professional Standing).\",\"Multi-subject course references (501, 569) are treated as single course leaves with multiple subject prefixes based on the slash notation.\"],\"root\":\"req_root_any\",\"status\":\"needs_review\"}","error":"Unreachable nodes: req_ne305; connect all conditions and exclusions to the root.","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-6556a505c10f448d98d02466","output_id":"d4bd4cdbb29ea2e07adac483fdac7a75e94d1c47c2323855706283399f511e99","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major emphasis is on analysis of real-world problems.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"Monte Carlo radiation transport\",\"nuclear engineering simulation\",\"medical physics particle transport\",\"neutral particle transport theory\",\"Monte Carlo software exercises\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Use an industry-relevant software package to perform Monte Carlo radiation transport simulations for analysis of fixed source and/or multiplying systems\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Perform Monte Carlo radiation transport simulations using industry-relevant software packages\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Explain how random processes are used to simulate a single particle transport history through an engineering system, including source, streaming and collisions\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Explain the use of random processes to simulate single particle transport histories\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Analyze the statistical performance of a simulation and suggest ways to improve that performance\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Analyze statistical performance of simulations and suggest improvements\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Apply Monte Carlo radiation transport to a problem related to your research\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Apply Monte Carlo radiation transport to research-related problems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"title\",\"quote\":\"MONTE CARLO RADIATION TRANSPORT\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"},{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics. Major theory of Monte Carlo neutral particle transport is discussed.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Covers Monte Carlo techniques for nuclear engineering and medical physics, focusing on neutral particle transport theory and software-based analysis of real-world problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major theory of Monte Carlo neutral particle transport is discussed.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Theory of Monte Carlo neutral particle transport\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Applications in nuclear engineering and medical physics\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Explain how the paths of many particle transport histories are combined to provide estimates of engineering results\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Combining particle transport histories for engineering estimates\"}]}","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-6556a505c10f448d98d02466","output_id":"d4bd4cdbb29ea2e07adac483fdac7a75e94d1c47c2323855706283399f511e99","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-789789da373eecc1ff75f626","output_id":"2cff6880a8abc0090c16439c8700f4c468e4f83c8315f5f60da721537cdc475b","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569) or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n3\",\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"n2\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":305,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 305\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":405,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 405\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":408,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 408\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":501,\"minimum_grade\":null,\"subjects\":[\"BME\",\"HONCOL\",\"MEDPHYS\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/B M E/H ONCOL/MED PHYS 501\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":569,\"minimum_grade\":null,\"subjects\":[\"MEDPHYS\",\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E/MED PHYS 569\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"Requirements text interpreted as: (NE 305 AND NE 405 AND (NE 408 OR 501 OR 569)) OR graduate/professional standing.\"],\"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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-789789da373eecc1ff75f626","output_id":"2cff6880a8abc0090c16439c8700f4c468e4f83c8315f5f60da721537cdc475b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"NE 305\",\"field\":\"description\",\"quote\":\"Properties of nuclei, nuclear structure, radioactivity, nuclear reactions, fission, resonance reactions, moderation of neutrons.\"},{\"course_id\":\"NE 405\",\"field\":\"description\",\"quote\":\"The neutronics behavior of fission reactors, primarily from a theoretical, one-speed perspective. Criticality, fission product poisoning, reactivity control, reactor stability and introductory concepts in fuel management, followed by slowing down and one-speed diffusion theory.\"},{\"course_id\":\"NE 408\",\"field\":\"description\",\"quote\":\"Sources, interactions, and detection of ionizing radiation. Biological effects, shielding, standards of radiation protection.\"},{\"course_id\":\"MEDPHYS/NE 569\",\"field\":\"description\",\"quote\":\"Physical and biological aspects of the use of ionizing radiation in industrial and academic institutions; physical principles underlying shielding instrumentation, waste disposal; biological effects of low levels of ionizing radiation.\"}],\"text\":\"Foundational nuclear engineering principles, reactor theory, radiation interactions, and health physics.\"},{\"evidence\":[{\"course_id\":\"BME/HONCOL/MEDPHYS/PHYSICS 501\",\"field\":\"description\",\"quote\":\"Interactions and energy deposition by ionizing radiation in matter; concepts, quantities and units in radiological physics; principles and methods of radiation dosimetry.\"}],\"text\":\"Radiation physics, dosimetry, and energy deposition concepts.\"}],\"search_phrases\":[\"Monte Carlo radiation transport\",\"nuclear engineering Monte Carlo\",\"medical physics simulation\",\"neutral particle transport software\",\"radiation shielding analysis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\"},{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\"}],\"text\":\"Application of Monte Carlo techniques and standard transport software.\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major emphasis is on analysis of real-world problems.\"}],\"text\":\"Analysis of real-world radiation transport problems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics. Major theory of Monte Carlo neutral particle transport is discussed. Standard Monte Carlo transport software is used for exercises and projects. Major emphasis is on analysis of real-world problems.\"}],\"text\":\"Covers Monte Carlo neutral particle transport theory and software applications for nuclear engineering and medical physics problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major theory of Monte Carlo neutral particle transport is discussed.\"}],\"text\":\"Monte Carlo neutral particle transport theory\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\"}],\"text\":\"Applications in nuclear engineering and medical physics\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\"}],\"text\":\"Monte Carlo transport software usage\"}]}","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-789789da373eecc1ff75f626","output_id":"2cff6880a8abc0090c16439c8700f4c468e4f83c8315f5f60da721537cdc475b","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-79348710a077dbb34341f483","output_id":"b4eabb53196399cbd190f9fb2077c1fc4a65dc3278285ee553bf14a4daa1cd3b","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"req_all_prereqs\",\"req_grad_standing\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569) or graduate/professional standing\",\"id\":\"req_root\",\"kind\":\"any\"},{\"children\":[\"req_ne305\",\"req_any_upper\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"req_all_prereqs\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":305,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 305\",\"id\":\"req_ne305\",\"kind\":\"course\"},{\"children\":[\"req_ne405\",\"req_ne408\",\"req_501_multi\",\"req_569_multi\"],\"condition\":null,\"course\":null,\"evidence\":\"(N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"req_any_upper\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":405,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 405\",\"id\":\"req_ne405\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":408,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 408\",\"id\":\"req_ne408\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":501,\"minimum_grade\":null,\"subjects\":[\"BME\",\"HONCOL\",\"MEDPHYS\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/B M E/H ONCOL/MED PHYS 501\",\"id\":\"req_501_multi\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":569,\"minimum_grade\":null,\"subjects\":[\"MEDPHYS\",\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E/MED PHYS 569\",\"id\":\"req_569_multi\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"req_grad_standing\",\"kind\":\"condition\"}],\"notes\":[\"Interpreted as (NE 305 AND one of the listed upper-level courses) OR graduate/professional standing.\",\"Slash-separated subject prefixes are treated as alternative subject codes for the same course number.\"],\"root\":\"req_root\",\"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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-79348710a077dbb34341f483","output_id":"b4eabb53196399cbd190f9fb2077c1fc4a65dc3278285ee553bf14a4daa1cd3b","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major emphasis is on analysis of real-world problems.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"Monte Carlo radiation transport\",\"nuclear engineering simulation\",\"medical physics particle transport\",\"neutral particle transport theory\",\"Monte Carlo software exercises\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Use an industry-relevant software package to perform Monte Carlo radiation transport simulations for analysis of fixed source and/or multiplying systems\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Perform Monte Carlo radiation transport simulations using industry-relevant software packages\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Explain how random processes are used to simulate a single particle transport history through an engineering system, including source, streaming and collisions\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Explain the use of random processes to simulate single particle transport histories\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":3,\"quote\":\"Analyze the statistical performance of a simulation and suggest ways to improve that performance\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Analyze statistical performance of simulations and suggest improvements\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Apply Monte Carlo radiation transport to a problem related to your research\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Apply Monte Carlo radiation transport to research-related problems\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"title\",\"quote\":\"MONTE CARLO RADIATION TRANSPORT\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"},{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics. Major theory of Monte Carlo neutral particle transport is discussed.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Covers Monte Carlo techniques for nuclear engineering and medical physics, focusing on neutral particle transport theory and software-based analysis of real-world problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major theory of Monte Carlo neutral particle transport is discussed.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Theory of Monte Carlo neutral particle transport\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Applications in nuclear engineering and medical physics\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Explain how the paths of many particle transport histories are combined to provide estimates of engineering results\",\"source_url\":\"https://guide.wisc.edu/courses/med_phys/\"}],\"text\":\"Combining particle transport histories for engineering estimates\"}]}","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"3bfcd1c8df95d3159453aa62883e2db157a95504c37e030e0905807d3dc9722e","record_version_id":"84ab2cbdc0d374cc9928429ba5e5fec982ebc3d9850f7780553ef2936a8e989a","job_id":"enrich-79348710a077dbb34341f483","output_id":"b4eabb53196399cbd190f9fb2077c1fc4a65dc3278285ee553bf14a4daa1cd3b","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8a7204550dc10668ca795d2b66da284dccae2ee022e9ff607aeb48522680634e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569) or graduate/professional standing\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n3\",\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 305and (N E 405,N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569)\",\"id\":\"n2\",\"kind\":\"all\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":305,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 305\",\"id\":\"n3\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":405,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 405\",\"id\":\"n4\",\"kind\":\"course\"},{\"children\":[\"n6\",\"n7\",\"n8\"],\"condition\":null,\"course\":null,\"evidence\":\"N E 408,PHYSICS/B M E/H ONCOL/MED PHYS 501orN E/MED PHYS 569\",\"id\":\"n5\",\"kind\":\"any\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":408,\"minimum_grade\":null,\"subjects\":[\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E 408\",\"id\":\"n6\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":501,\"minimum_grade\":null,\"subjects\":[\"BME\",\"HONCOL\",\"MEDPHYS\",\"PHYSICS\"],\"timing\":\"prior\"},\"evidence\":\"PHYSICS/B M E/H ONCOL/MED PHYS 501\",\"id\":\"n7\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":569,\"minimum_grade\":null,\"subjects\":[\"MEDPHYS\",\"NE\"],\"timing\":\"prior\"},\"evidence\":\"N E/MED PHYS 569\",\"id\":\"n8\",\"kind\":\"course\"}],\"notes\":[\"Requirements text interpreted as: (NE 305 AND NE 405 AND (NE 408 OR 501 OR 569)) OR graduate/professional standing.\"],\"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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8a7204550dc10668ca795d2b66da284dccae2ee022e9ff607aeb48522680634e","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"NE 305\",\"field\":\"description\",\"quote\":\"Properties of nuclei, nuclear structure, radioactivity, nuclear reactions, fission, resonance reactions, moderation of neutrons.\"},{\"course_id\":\"NE 405\",\"field\":\"description\",\"quote\":\"The neutronics behavior of fission reactors, primarily from a theoretical, one-speed perspective. Criticality, fission product poisoning, reactivity control, reactor stability and introductory concepts in fuel management, followed by slowing down and one-speed diffusion theory.\"},{\"course_id\":\"NE 408\",\"field\":\"description\",\"quote\":\"Sources, interactions, and detection of ionizing radiation. Biological effects, shielding, standards of radiation protection.\"},{\"course_id\":\"MEDPHYS/NE 569\",\"field\":\"description\",\"quote\":\"Physical and biological aspects of the use of ionizing radiation in industrial and academic institutions; physical principles underlying shielding instrumentation, waste disposal; biological effects of low levels of ionizing radiation.\"}],\"text\":\"Foundational nuclear engineering principles, reactor theory, radiation interactions, and health physics.\"},{\"evidence\":[{\"course_id\":\"BME/HONCOL/MEDPHYS/PHYSICS 501\",\"field\":\"description\",\"quote\":\"Interactions and energy deposition by ionizing radiation in matter; concepts, quantities and units in radiological physics; principles and methods of radiation dosimetry.\"}],\"text\":\"Radiation physics, dosimetry, and energy deposition concepts.\"}],\"search_phrases\":[\"Monte Carlo radiation transport\",\"nuclear engineering Monte Carlo\",\"medical physics simulation\",\"neutral particle transport software\",\"radiation shielding analysis\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\"},{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\"}],\"text\":\"Application of Monte Carlo techniques and standard transport software.\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major emphasis is on analysis of real-world problems.\"}],\"text\":\"Analysis of real-world radiation transport problems.\"}],\"summary\":{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics. Major theory of Monte Carlo neutral particle transport is discussed. Standard Monte Carlo transport software is used for exercises and projects. Major emphasis is on analysis of real-world problems.\"}],\"text\":\"Covers Monte Carlo neutral particle transport theory and software applications for nuclear engineering and medical physics problems.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Major theory of Monte Carlo neutral particle transport is discussed.\"}],\"text\":\"Monte Carlo neutral particle transport theory\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Use of Monte Carlo technique for applications in nuclear engineering and medical physics.\"}],\"text\":\"Applications in nuclear engineering and medical physics\"},{\"evidence\":[{\"course_id\":\"MEDPHYS/NE 506\",\"field\":\"description\",\"quote\":\"Standard Monte Carlo transport software is used for exercises and projects.\"}],\"text\":\"Monte Carlo transport software usage\"}]}","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8a7204550dc10668ca795d2b66da284dccae2ee022e9ff607aeb48522680634e","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_971f0eeb4eb286dced5dc78e","course_id":"MEDPHYS/NE 506","catalog_version_id":"80c194a1966376c14c111196a9b9137a4e058bba788886ff677b4313015af8b9","record_version_id":"323c163d9fc1493ef50fa337629530f1143c867551f4bc284afd39d91153d153","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"8a7204550dc10668ca795d2b66da284dccae2ee022e9ff607aeb48522680634e","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"6f00c43ffc9c3f8f87a1b4241d339a3439588aba2be703d605b8c0c184d7190e\",\"course_id\":\"MEDPHYS/NE 506\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[],\"historical_context\":[],\"message\":\"No course-specific reviews available\",\"offered\":false,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"MEDPHYS/NE 506\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"2fe196a7-df23-3d59-b7ae-430112e9a3d2\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2024: 3.56 GPA, 66.7% A/AB (n=9 letter grades); Spring 2025: 3.69 GPA, 87.5% A/AB (n=8 letter grades); Spring 2026: 3.72 GPA, 88.9% A/AB (n=9 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]