{"id":"W4404839930","doi":"10.32920/27931236.v1","title":"Intrinsic or Invisible? An Audit of CanMEDS Roles in Entrustable Professional Activities","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Psychology; Accounting; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05311393,0.0002570608,0.0003985783,0.008979961,0.00312036,0.004824016,0.002640064,0.0007100361,0.001235425],"category_scores_gemma":[0.1698225,0.0005479517,0.0006038155,0.01181181,0.003765641,0.003186277,0.005871278,0.002006337,0.0002451567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03218299,"about_ca_system_score_gemma":0.06031232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4327328,"about_ca_topic_score_gemma":0.612369,"domain_scores_codex":[0.9409766,0.01130305,0.005019364,0.003035737,0.03549695,0.004168194],"domain_scores_gemma":[0.7130654,0.0767732,0.05551725,0.01447144,0.1263172,0.01385555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004649432,0.00009277294,0.6844565,0.002586594,0.00008247015,0.000380393,0.08282445,0.0003525143,0.001129416,0.007919687,0.007619096,0.2120912],"study_design_scores_gemma":[0.00001042452,0.000118497,0.916266,0.001954032,0.00003580294,0.0002270939,0.04604943,0.0006449702,0.001030972,0.0004416589,0.03316644,0.00005477298],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593316,0.00564697,0.002959787,0.005042386,0.0001959124,0.0006434228,0.004032984,0.000089462,0.0220575],"genre_scores_gemma":[0.9923563,0.00203388,0.001703405,0.0004466691,0.00002581581,0.0001645206,0.001124907,0.00003508503,0.002109463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4327328,"threshold_uncertainty_score":0.860428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02354302389559153,"score_gpt":0.3656126103686505,"score_spread":0.342069586473059,"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."}}