{"id":"W4398175263","doi":"10.1002/tl.20598","title":"The application of UDL and SoTL to health care education","year":2024,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Universal Design for Learning; Health care; Scholarship; Context (archaeology); Special education; Scholarship of Teaching and Learning; Higher education; Pedagogy; Sociology; Medicine; Medical education; Teaching method; Teaching and learning center; Political science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007173937,0.00004988211,0.00007804596,0.0001304682,0.000796891,0.00003671226,0.00001997003,0.0000308952,0.000001222421],"category_scores_gemma":[0.001007993,0.00003884231,0.00001876554,0.0001955352,0.00002978321,0.00003844322,0.000008552545,0.00038561,0.000001382389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008286761,"about_ca_system_score_gemma":0.0002759051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005673668,"about_ca_topic_score_gemma":0.00002659259,"domain_scores_codex":[0.9994869,0.00005706209,0.0001520279,0.0001422296,0.00007699037,0.00008475702],"domain_scores_gemma":[0.9995893,0.000168644,0.00003836787,0.00008478889,0.00006718803,0.00005166269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006944603,0.00001353033,0.0003313093,0.0001520053,0.00001033228,8.859948e-9,0.01024342,0.00001023801,0.0002387305,0.009961291,0.006254016,0.9727781],"study_design_scores_gemma":[0.00008752555,0.0001475546,0.00356643,0.0001890222,0.00002767851,0.00001330644,0.01325167,0.002187948,0.00002842914,0.0001350225,0.9803268,0.00003859542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6842831,0.0199283,0.2127066,0.07522513,0.001788012,0.001694887,0.000002931572,0.0003899839,0.00398104],"genre_scores_gemma":[0.9696972,0.0001096525,0.02430429,0.000494522,0.0004722417,0.0001228329,0.00004390466,0.00001688936,0.004738455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9740728,"threshold_uncertainty_score":0.6129122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008730895393945785,"score_gpt":0.3716144341737602,"score_spread":0.3628835387798144,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}