{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006499582,0.0001246257,0.0005553066,0.0008386217,0.0000771155,0.00001129341,0.0001038797,0.00009321173,0.004685912],"category_scores_gemma":[0.00159063,0.00009602858,0.0001075431,0.0008608048,0.0003852472,0.0001904244,0.00001024222,0.0004293849,7.046339e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004870319,"about_ca_system_score_gemma":0.00218894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003324635,"about_ca_topic_score_gemma":0.001924093,"domain_scores_codex":[0.9984874,0.00009453532,0.0006082047,0.0001823538,0.0004288043,0.0001986944],"domain_scores_gemma":[0.9975722,0.00005801706,0.0002935443,0.0001847591,0.001391387,0.0005001156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001323074,0.001755196,0.484136,0.0005381214,0.009797381,0.001440916,0.07111487,0.0004981873,0.150447,0.009351965,0.16539,0.1042072],"study_design_scores_gemma":[0.004007764,0.002169181,0.8680706,0.001059898,0.003717004,0.002402456,0.07013852,0.01005508,0.005970757,0.0006270922,0.03143609,0.0003455643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893184,0.0007411767,0.000428365,0.007593871,0.0005977369,0.00007891295,0.00003760366,0.000003408116,0.001200541],"genre_scores_gemma":[0.9894917,0.00003180072,0.00239428,0.0008299808,0.0007993358,0.000002308381,0.0001108171,0.00001117486,0.006328621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3839346,"threshold_uncertainty_score":0.9962239,"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."}}