{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002860786,0.0001379404,0.000251836,0.0002029084,0.0005133693,0.00001575343,0.0001092613,0.0002084387,0.0003620198],"category_scores_gemma":[0.00657596,0.00008390307,0.00001469735,0.0005091877,0.000432326,0.0001022785,0.0001787801,0.000977356,0.000003711691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001965031,"about_ca_system_score_gemma":0.0007400257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004522538,"about_ca_topic_score_gemma":0.000001815721,"domain_scores_codex":[0.9977904,0.00008402286,0.0004598887,0.0003589605,0.0009180118,0.0003886923],"domain_scores_gemma":[0.9970288,0.002206445,0.00008352814,0.0002332447,0.0003464934,0.000101489],"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":[0.0003407596,0.00005559879,0.003939245,0.0003761334,0.00009249713,0.00001946342,0.02197998,6.514956e-7,0.004208682,0.010767,0.208313,0.749907],"study_design_scores_gemma":[0.0030116,0.0002145771,0.01657052,0.002972389,0.0001308428,0.0003508084,0.05484194,0.001219615,0.00654486,0.004875837,0.9091038,0.0001632077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9190519,0.01846472,0.005687485,0.05383479,0.001158907,0.001269796,0.000002015509,0.00002962453,0.0005007341],"genre_scores_gemma":[0.9668509,0.003099171,0.01246228,0.008543569,0.001151851,0.0004822641,0.00005515596,0.00002983058,0.007324958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7497438,"threshold_uncertainty_score":0.7872513,"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."}}