# MEDPHYS 651: Methods for Neuroimaging Research | UW–Madison [View on UW Courses](https://uwcourses.com/courses/MEDPHYS_651) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07 ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T19:50:42.743001+00:00 ### courses 8951 ### current instructors 5754 ### limited false ### terms * 1272 * 1264 * 1262 * 1254 * 1252 * 1244 * 1242 * 1234 * 1232 * 1224 * 1222 * 1212 * 1204 * 1202 * 1194 * 1192 * 1184 * 1182 * 1174 * 1172 * 1164 * 1162 * 1154 * 1152 * 1144 * 1142 * 1134 * 1132 * 1124 * 1122 * 1114 * 1112 * 1104 * 1102 * 1094 * 1092 * 1084 * 1082 * 1074 * 1072 ### term 1272 ### departments | subject | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id 045cabcb499ac87f2e5da922577ad405cc16b953bbe6c523127d6ab3166d00db ### course id MEDPHYS 651 ### course uid course\_cca92d89a97772356b7e1dd9 ### catalog version id b3dbb3ae0ed7f8a5d3f5f9f479e83ff5a932e0ba9e029fa7a099098c9c05a937 ### course number 651 ### subjects * MEDPHYS ### title METHODS FOR NEUROIMAGING RESEARCH ### description Provides a practical foundation for neuroimaging research studies with statistical image analysis. Specific imaging methods include functional BOLD MRI, structural MRI morphometry, and diffusion tensor imaging. Lectures and associated in-class computer exercises will cover the physics and methods of image acquisition, steps and tools for image analyses, the basis for statistical image analyses and interpretation of the results. ### requirements text Graduate/professional standing or (PHYSICS 104,202or208) ### credits min 3 ### credits max 3 ### credit offering ids * 1272:621:024878 ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 3f1f28ef9717bdc8699a26f38386dacb6ca33297547cc590a78ee30fc9670588 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary MEDPHYS 651 teaches practical neuroimaging research methods including statistical image analysis of MRI data. ### llm topics * Functional and structural MRI techniques * Statistical image analysis ### llm skills * Statistical image analysis and interpretation * Image acquisition methods ### llm assumed background * Physics background from introductory calculus-based courses * Graduate or professional student standing ### llm search phrases * neuroimaging statistical analysis * BOLD MRI methods * diffusion tensor imaging * medical physics graduate course ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 7e5311e042770ecd0088c055e68c9951ccca2e346dd83b434d5e77855215c49a #### course id MEDPHYS 651 #### current instructors ```json [ { "instructor_uid": "instructor_c799ac26f1b37791bc0301d4", "message": "No course-specific reviews available", "name": "Doug Dean", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.90 GPA, 96.0% A/AB (n=25 letter grades); Fall 2024: 3.94 GPA, 96.8% A/AB (n=31 letter grades); Fall 2025: 3.65 GPA, 87.0% A/AB (n=23 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_fa29660280d7fc4e6aad73c1", "message": "No course-specific reviews available", "name": "Rasmus Birn", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.90 GPA, 96.0% A/AB (n=25 letter grades); Fall 2024: 3.94 GPA, 96.8% A/AB (n=31 letter grades); Fall 2025: 3.65 GPA, 87.0% A/AB (n=23 letter grades). Includes jointly taught sections." } ] }, { "instructor_uid": "instructor_14a3489c0aa9d495a3ebdba7", "message": "No course-specific reviews available", "name": "Tobey Betthauser", "review_status": "no_course_reviews", "rmp_instructor_id": null, "summary": [ { "citations": [ { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ], "text": "Recent recorded grades — Fall 2023: 3.90 GPA, 96.0% A/AB (n=25 letter grades); Fall 2024: 3.94 GPA, 96.8% A/AB (n=31 letter grades); Fall 2025: 3.65 GPA, 87.0% A/AB (n=23 letter grades). Includes jointly taught sections." } ] } ] ``` #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered true #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2023: 3.90 GPA, 96.0% A/AB (n=25 letter grades); Fall 2024: 3.94 GPA, 96.8% A/AB (n=31 letter grades); Fall 2025: 3.65 GPA, 87.0% A/AB (n=23 letter grades). ```json { "citations": [ { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history DOUGLAS DEAN is recorded teaching in Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` RASMUS BIRN is recorded teaching in Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1182", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1192", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1202", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1222", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1232", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` TOBEY BETTHAUSER is recorded teaching in Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule. ```json { "citations": [ { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1242", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1252", "type": "grade" }, { "course_id": "MEDPHYS 651", "run_id": "20260907T155543-ce3781c4", "section_number": 1, "source_course_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "source_record": { "entity_id": "ce3c85c0-2014-3eb2-9142-b63980fd28e4", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "section_grades_latest", "term_id": "1262", "type": "grade" } ] } ``` #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [ "n1", "n2", "n3", "n4" ], "condition": null, "course": null, "evidence": "Graduate/professional standing or (PHYSICS 104,202or208)", "id": "n0", "kind": "any" }, { "children": [], "condition": null, "course": { "course_number": 104, "minimum_grade": null, "subjects": [ "PHYSICS" ], "timing": "prior" }, "evidence": "PHYSICS 104", "id": "n1", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 202, "minimum_grade": null, "subjects": [ "PHYSICS" ], "timing": "prior" }, "evidence": "202", "id": "n2", "kind": "course" }, { "children": [], "condition": null, "course": { "course_number": 208, "minimum_grade": null, "subjects": [ "PHYSICS" ], "timing": "prior" }, "evidence": "208", "id": "n3", "kind": "course" }, { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n4", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors | instructor\_uid | source | source\_instructor\_id | identity\_basis | identity\_status | name | email | first\_observed\_at | last\_observed\_at | instructor\_url | | ------------------------------------ | ---------- | ---------------------- | --------------- | ------------------ | ---------------- | ------------------------------- | -------------------------------- | -------------------------------- | ------------------------------ | | instructor\_c799ac26f1b37791bc0301d4 | enrollment | deaniii | netid | source\_identified | Doug Dean | DEANIII\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/DOUG\_DEAN | | instructor\_fa29660280d7fc4e6aad73c1 | enrollment | rbirn | netid | source\_identified | Rasmus Birn | RBIRN\@WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/RASMUS\_BIRN | | instructor\_14a3489c0aa9d495a3ebdba7 | enrollment | tbetthauser | netid | source\_identified | Tobey Betthauser | TJBETTHAUSER\@MEDICINE.WISC.EDU | 2026-09-07 15:55:43.033547+00:00 | 2026-09-07 15:55:43.033547+00:00 | /instructors/TOBEY\_BETTHAUSER | ### offerings ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "offering_id": "1272:621:024878", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1272", "source_course_id": "024878", "source_subject_id": "621", "title": "Methods for Neuroimaging Research", "credits_min": 3, "credits_max": 3, "typically_offered": "Fall" } ] ``` ### sections ```json [ { "run_id": "20260907T155543-ce3781c4", "observed_at": "2026-09-07 15:55:43.033547+00:00", "section_uid": "uw-section:1272:18957", "term_id": "1272", "source_section_id": "18957", "identity_basis": "class_number", "section_number": "001", "section_type": "LEC", "instruction_mode": "Classroom Instruction", "capacity": 35, "enrolled": 30, "waitlisted": 0, "start_date": "2026-09-02 05:00:00+00:00", "end_date": "2026-12-09 06:00:00+00:00" } ] ``` ### grade instructors ```json [ { "instructor_uid": "instructor_42c5a9937a3290cf7fe23b0f", "source": "madgrades", "source_instructor_id": "102567", "identity_basis": "source_id", "identity_status": "source_identified", "name": "ANDREW ALEXANDER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.875, "graded": 180, "counts": [ 150, 17, 11, 2, 0, 0, 0 ], "sections": 75 }, "instructor_url": "/instructors/ANDREW_ALEXANDER" }, { "instructor_uid": "instructor_fe8f489de44724136551ed6a", "source": "madgrades", "source_instructor_id": "4612716", "identity_basis": "source_id", "identity_status": "source_identified", "name": "RASMUS BIRN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.855, "graded": 276, "counts": [ 228, 25, 17, 5, 0, 1, 0 ], "sections": 34 }, "instructor_url": "/instructors/RASMUS_BIRN--instructor_fe8f489de44724136551ed6a" }, { "instructor_uid": "instructor_9958d164f76549e3455ec1b4", "source": "madgrades", "source_instructor_id": "4591605", "identity_basis": "source_id", "identity_status": "source_identified", "name": "DOUGLAS DEAN", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.914, "graded": 237, "counts": [ 213, 15, 5, 2, 1, 1, 0 ], "sections": 50 }, "instructor_url": "/instructors/DOUGLAS_DEAN" }, { "instructor_uid": "instructor_9990d719c30f0018e2a50cc5", "source": "madgrades", "source_instructor_id": "5146135", "identity_basis": "source_id", "identity_status": "source_identified", "name": "TOBEY BETTHAUSER", "email": null, "first_observed_at": "2026-09-06 23:14:58.172943+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "grade_statistics": { "gpa": 3.842, "graded": 79, "counts": [ 65, 9, 2, 2, 0, 1, 0 ], "sections": 11 }, "instructor_url": "/instructors/TOBEY_BETTHAUSER--instructor_9990d719c30f0018e2a50cc5" }, { "instructor_uid": "instructor_14a3489c0aa9d495a3ebdba7", "source": "enrollment", "source_instructor_id": "tbetthauser", "identity_basis": "netid", "identity_status": "source_identified", "name": "Tobey Betthauser", "email": "TJBETTHAUSER@MEDICINE.WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/TOBEY_BETTHAUSER" }, { "instructor_uid": "instructor_c799ac26f1b37791bc0301d4", "source": "enrollment", "source_instructor_id": "deaniii", "identity_basis": "netid", "identity_status": "source_identified", "name": "Doug Dean", "email": "DEANIII@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/DOUG_DEAN" }, { "instructor_uid": "instructor_fa29660280d7fc4e6aad73c1", "source": "enrollment", "source_instructor_id": "rbirn", "identity_basis": "netid", "identity_status": "source_identified", "name": "Rasmus Birn", "email": "RBIRN@WISC.EDU", "first_observed_at": "2026-09-07 15:55:43.033547+00:00", "last_observed_at": "2026-09-07 15:55:43.033547+00:00", "instructor_url": "/instructors/RASMUS_BIRN" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1182", "term_name": "Fall 2017", "instructors": [ "ANDREW ALEXANDER", "RASMUS BIRN", "Rasmus Birn" ], "a": 26, "ab": 1, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 1, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 29, "source_aliases": [ "MEDPHYS 651", "MEDPHYS/NTP 651" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1192", "term_name": "Fall 2018", "instructors": [ "ANDREW ALEXANDER", "RASMUS BIRN", "Rasmus Birn" ], "a": 23, "ab": 0, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 24, "source_aliases": [ "MEDPHYS 651", "MEDPHYS/NTP 651" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "ANDREW ALEXANDER", "RASMUS BIRN", "Rasmus Birn" ], "a": 12, "ab": 2, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 15, "source_aliases": [ "MEDPHYS 651", "MEDPHYS/NTP 651" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "ANDREW ALEXANDER", "DOUGLAS DEAN", "Doug Dean", "RASMUS BIRN", "Rasmus Birn" ], "a": 12, "ab": 0, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 13, "source_aliases": [ "MEDPHYS 651", "MEDPHYS/NTP 651" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1222", "term_name": "Fall 2021", "instructors": [ "ANDREW ALEXANDER", "DOUGLAS DEAN", "Doug Dean", "RASMUS BIRN", "Rasmus Birn" ], "a": 17, "ab": 2, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 21, "source_aliases": [ "MEDPHYS 651", "MEDPHYS/NTP 651" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1232", "term_name": "Fall 2022", "instructors": [ "DOUGLAS DEAN", "Doug Dean", "RASMUS BIRN", "Rasmus Birn" ], "a": 20, "ab": 2, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 2, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 25, "source_aliases": [ "MEDPHYS 651", "MEDPHYS/NTP 651" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1242", "term_name": "Fall 2023", "instructors": [ "DOUGLAS DEAN", "Doug Dean", "RASMUS BIRN", "Rasmus Birn", "Tobey Betthauser" ], "a": 21, "ab": 3, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 25, "source_aliases": [ "MEDPHYS 651", "MEDPHYS/NTP 651" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1252", "term_name": "Fall 2024", "instructors": [ "DOUGLAS DEAN", "Doug Dean", "RASMUS BIRN", "Rasmus Birn", "Tobey Betthauser" ], "a": 28, "ab": 2, "b": 1, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 32, "source_aliases": [ "MEDPHYS 651", "MEDPHYS/NTP 651" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "MEDPHYS 651", "course_uid": "course_cca92d89a97772356b7e1dd9", "term_id": "1262", "term_name": "Fall 2025", "instructors": [ "Doug Dean", "Rasmus Birn", "Tobey Betthauser" ], "a": 16, "ab": 4, "b": 0, "bc": 2, "c": 0, "d": 1, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 0, "no_work": 0, "not_reported": 0, "other": 0, "total": 23, "source_aliases": [ "MEDPHYS 651" ] } ] ``` ### statistics #### gpa 3.9 #### graded 200 #### counts * 175 * 16 * 6 * 2 * 0 * 1 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_cca92d89a97772356b7e1dd9-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_cca92d89a97772356b7e1dd9-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_cca92d89a97772356b7e1dd9-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_cca92d89a97772356b7e1dd9-0.json) #### meetings * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_cca92d89a97772356b7e1dd9-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_cca92d89a97772356b7e1dd9-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_cca92d89a97772356b7e1dd9-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_cca92d89a97772356b7e1dd9-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.9 #### count 200 #### university ##### size 3463 ##### gpa Percentile 74 ##### count Percentile 60 ##### median Count 142 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 4 | false | | 2.8–3.2 | 231 | false | | 3.2–3.6 | 889 | false | | 3.6–4.0 | 2338 | true | #### departments ```json [ { "subject": "MEDPHYS", "comparison": { "size": 16, "gpaPercentile": 53, "countPercentile": 80, "medianCount": 106, "histogram": [ { "range": "0.0–0.4", "count": 0, "current": false }, { "range": "0.4–0.8", "count": 0, "current": false }, { "range": "0.8–1.2", "count": 0, "current": false }, { "range": "1.2–1.6", "count": 0, "current": false }, { "range": "1.6–2.0", "count": 0, "current": false }, { "range": "2.0–2.4", "count": 0, "current": false }, { "range": "2.4–2.8", "count": 0, "current": false }, { "range": "2.8–3.2", "count": 0, "current": false }, { "range": "3.2–3.6", "count": 3, "current": false }, { "range": "3.6–4.0", "count": 13, "current": true } ] } } ] ``` ### terms #### 1182 ##### term 1182 ##### gpa 3.9814814814814814 ##### count 27 ##### departments | subject | comparison | | ------- | ---------- | | MEDPHYS | | #### 1192 ##### term 1192 ##### gpa 3.9583333333333335 ##### count 24 ##### departments | subject | comparison | | ------- | ---------- | | MEDPHYS | | #### 1202 ##### term 1202 ##### gpa 3.9285714285714284 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | MEDPHYS | | #### 1212 ##### term 1212 ##### gpa 3.923076923076923 ##### count 13 ##### departments | subject | comparison | | ------- | ---------- | | MEDPHYS | | #### 1222 ##### term 1222 ##### gpa 3.9 ##### count 20 ##### departments | subject | comparison | | ------- | ---------- | | MEDPHYS | | #### 1232 ##### term 1232 ##### gpa 3.9130434782608696 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | MEDPHYS | | #### 1242 ##### term 1242 ##### gpa 3.9 ##### count 25 ##### departments | subject | comparison | | ------- | ---------- | | MEDPHYS | | #### 1252 ##### term 1252 ##### gpa 3.935483870967742 ##### count 31 ##### university ###### size 1333 ###### gpa Percentile 86 ###### count Percentile 3 ###### median Count 69 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 115 | false | | 3.2–3.6 | 431 | false | | 3.6–4.0 | 773 | true | ##### departments | subject | comparison | | ------- | ---------- | | MEDPHYS | | #### 1262 ##### term 1262 ##### gpa 3.652173913043478 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | MEDPHYS | | ### benchmarks #### all ##### school ###### size 3463 ###### gpa 3.681523063070844 ###### top Share 83.28053943303662 ###### count 142 ##### MEDPHYS ###### size 16 ###### gpa 3.8087669471089742 ###### top Share 91.45066484653155 ###### count 106 #### terms ##### 1182 ###### school ###### size 1025 ###### gpa 3.474159360325319 ###### top Share 70.34861441764347 ###### count 69 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ##### 1222 ###### school ###### size 1157 ###### gpa 3.563052311875811 ###### top Share 76.64869058732418 ###### count 64 ##### 1232 ###### school ###### size 1216 ###### gpa 3.575457431972425 ###### top Share 77.33712216234007 ###### count 66 ##### 1242 ###### school ###### size 1295 ###### gpa 3.595302892737449 ###### top Share 78.36291889885307 ###### count 67 ##### 1252 ###### school ###### size 1333 ###### gpa 3.619494049739118 ###### top Share 79.71442190500672 ###### count 69 ##### 1262 ###### school ###### size 1320 ###### gpa 3.628825763035853 ###### top Share 80.21118846327654 ###### count 70 ## instructor Trends ```json [ { "uid": "instructor_fe8f489de44724136551ed6a", "name": "RASMUS BIRN", "count": 200, "terms": [ { "term": "1182", "count": 27, "sections": 1, "gpa": 3.9814814814814814 }, { "term": "1192", "count": 24, "sections": 1, "gpa": 3.9583333333333335 }, { "term": "1202", "count": 14, "sections": 1, "gpa": 3.9285714285714284 }, { "term": "1212", "count": 13, "sections": 1, "gpa": 3.923076923076923 }, { "term": "1222", "count": 20, "sections": 1, "gpa": 3.9 }, { "term": "1232", "count": 23, "sections": 1, "gpa": 3.9130434782608696 }, { "term": "1242", "count": 25, "sections": 1, "gpa": 3.9 }, { "term": "1252", "count": 31, "sections": 1, "gpa": 3.935483870967742 }, { "term": "1262", "count": 23, "sections": 1, "gpa": 3.652173913043478 } ] }, { "uid": "instructor_9958d164f76549e3455ec1b4", "name": "DOUGLAS DEAN", "count": 135, "terms": [ { "term": "1212", "count": 13, "sections": 1, "gpa": 3.923076923076923 }, { "term": "1222", "count": 20, "sections": 1, "gpa": 3.9 }, { "term": "1232", "count": 23, "sections": 1, "gpa": 3.9130434782608696 }, { "term": "1242", "count": 25, "sections": 1, "gpa": 3.9 }, { "term": "1252", "count": 31, "sections": 1, "gpa": 3.935483870967742 }, { "term": "1262", "count": 23, "sections": 1, "gpa": 3.652173913043478 } ] }, { "uid": "instructor_42c5a9937a3290cf7fe23b0f", "name": "ANDREW ALEXANDER", "count": 98, "terms": [ { "term": "1182", "count": 27, "sections": 1, "gpa": 3.9814814814814814 }, { "term": "1192", "count": 24, "sections": 1, "gpa": 3.9583333333333335 }, { "term": "1202", "count": 14, "sections": 1, "gpa": 3.9285714285714284 }, { "term": "1212", "count": 13, "sections": 1, "gpa": 3.923076923076923 }, { "term": "1222", "count": 20, "sections": 1, "gpa": 3.9 } ] }, { "uid": "instructor_9990d719c30f0018e2a50cc5", "name": "TOBEY BETTHAUSER", "count": 79, "terms": [ { "term": "1242", "count": 25, "sections": 1, "gpa": 3.9 }, { "term": "1252", "count": 31, "sections": 1, "gpa": 3.935483870967742 }, { "term": "1262", "count": 23, "sections": 1, "gpa": 3.652173913043478 } ] } ] ``` ## following None recorded.