{"id":"W3174302329","doi":"10.1097/acm.0000000000004106","title":"Entrustable Professional Activities and Entrustment Decision Making: A Development and Research Agenda for the Next Decade","year":2021,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Weyerhauser (Canada)","funders":"","keywords":"Specialty; Variety (cybernetics); Professional development; Scale (ratio); Conceptual framework; Medical education; Engineering ethics; Psychology; Medicine; Sociology; Social science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06255934,0.001207336,0.003228597,0.006712614,0.004638989,0.02231796,0.004617477,0.0128855,0.01002229],"category_scores_gemma":[0.05424982,0.0009222285,0.002262054,0.009569137,0.01277993,0.04033614,0.008705864,0.01203006,0.001599594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01357182,"about_ca_system_score_gemma":0.07594524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01051335,"about_ca_topic_score_gemma":0.01473027,"domain_scores_codex":[0.9845679,0.009618863,0.00136151,0.001124689,0.001885813,0.001441252],"domain_scores_gemma":[0.7670786,0.1772643,0.01043536,0.004176246,0.0275351,0.01351038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002343513,0.001006813,0.01334437,0.01262636,0.0001683795,0.0004848476,0.01405787,0.001173033,0.0002819555,0.2391333,0.05953651,0.6579522],"study_design_scores_gemma":[0.0001361758,0.0006461007,0.01356083,0.06991279,0.0003137345,0.0009623939,0.142703,0.004322275,0.0006277865,0.2782555,0.4881105,0.0004488272],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006420293,0.545112,0.007959136,0.4253758,0.006276971,0.0002193062,0.0001416576,0.000095419,0.008399307],"genre_scores_gemma":[0.1177881,0.7682461,0.05559834,0.04705221,0.005966504,0.0009687446,0.0003748371,0.00005550322,0.003949699],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06255934,"threshold_uncertainty_score":0.3308494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1571552995361484,"score_gpt":0.4804136152609127,"score_spread":0.3232583157247643,"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."}}