{"id":"W4228996691","doi":"10.1097/acm.0000000000004731","title":"Intrinsic or Invisible? An Audit of CanMEDS Roles in Entrustable Professional Activities","year":2022,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; McMaster University","funders":"","keywords":"Audit; Psychology; Medical education; Medicine; Business; Accounting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0289258,0.000259542,0.0003164487,0.007935426,0.003002825,0.003669321,0.002273283,0.000539191,0.001097472],"category_scores_gemma":[0.1215167,0.0004241994,0.0004516947,0.01023418,0.003251756,0.002054553,0.004667528,0.001532903,0.0001869932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03076754,"about_ca_system_score_gemma":0.06176025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5668931,"about_ca_topic_score_gemma":0.718877,"domain_scores_codex":[0.9625192,0.005557839,0.002856201,0.00198137,0.02434758,0.002737675],"domain_scores_gemma":[0.809637,0.0493963,0.03753148,0.008872846,0.08492963,0.009632646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000359921,0.00006265209,0.7332181,0.002481967,0.00006944007,0.0004201762,0.06963669,0.0004423772,0.001619719,0.00597673,0.005346033,0.1803662],"study_design_scores_gemma":[0.000005914641,0.00008774151,0.9366904,0.001302663,0.00002586481,0.0002295794,0.0358805,0.0005733015,0.001095662,0.0003309291,0.02373431,0.00004299221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697398,0.004208059,0.002664323,0.00251892,0.000114593,0.0004549766,0.003733129,0.00007609549,0.01649012],"genre_scores_gemma":[0.9937005,0.001556696,0.001498127,0.0002480684,0.00001473017,0.0001191567,0.001097432,0.00002371237,0.001741584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5668931,"threshold_uncertainty_score":0.8713151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962757475926291,"score_gpt":0.3714381141072702,"score_spread":0.3418105393480073,"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."}}