{"id":"W3152585160","doi":"10.22374/cjgim.v16i1.415","title":"Entrustable Professional Activities: An Analysis of Faculty Time, Trainee Perspectives, and Actionability","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of General Internal Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University","funders":"","keywords":"Competence (human resources); Medicine; Medical education; Value (mathematics); Workflow; Qualitative analysis; Family medicine; Qualitative research; Psychology; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02036356,0.0002920893,0.0003387607,0.004691596,0.001612392,0.002651217,0.0007737885,0.0004714203,0.001036993],"category_scores_gemma":[0.0909963,0.0003387352,0.000476796,0.002742887,0.002172746,0.00220216,0.004780403,0.000984329,0.0001660236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004186325,"about_ca_system_score_gemma":0.005641911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00816033,"about_ca_topic_score_gemma":0.01822497,"domain_scores_codex":[0.982305,0.008429543,0.001592713,0.0008194431,0.005209241,0.001644119],"domain_scores_gemma":[0.8856767,0.05796393,0.03231992,0.003114161,0.01248281,0.008442501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002601096,0.0002575475,0.6903547,0.0002852517,0.000071952,0.0003091412,0.2301104,0.0002191822,0.001394401,0.0004445899,0.0008123958,0.07548022],"study_design_scores_gemma":[0.00001488534,0.000509366,0.8115879,0.0001921806,0.00002279694,0.0002426468,0.1801785,0.0007870253,0.0006973778,0.0004252111,0.005281145,0.0000609086],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971123,0.0001207891,0.0009737103,0.0002922283,0.00001124945,0.00006315319,0.00007432442,0.00001139918,0.001340745],"genre_scores_gemma":[0.9980649,0.0001129901,0.001160429,0.00008951007,0.00001460876,0.00007209896,0.00009391674,0.000009136907,0.0003822975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02036356,"threshold_uncertainty_score":0.107694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928240097589914,"score_gpt":0.3483135468633174,"score_spread":0.3290311458874183,"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."}}