{"id":"W4224217453","doi":"10.1111/medu.14806","title":"The logic behind entrustable professional activity frameworks: A scoping review of the literature","year":2022,"lang":"en","type":"review","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Specialty; MEDLINE; Curriculum; Medical education; Service (business); Medicine; Psychology; Family medicine; Pedagogy; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.109195,0.002073487,0.00406012,0.06145363,0.00385926,0.01335712,0.004745839,0.004254237,0.003115226],"category_scores_gemma":[0.2644949,0.00248955,0.005473058,0.05194806,0.007441103,0.01854266,0.007771592,0.004399129,0.0006034206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01611304,"about_ca_system_score_gemma":0.05265205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035519,"about_ca_topic_score_gemma":0.0200876,"domain_scores_codex":[0.914405,0.03999697,0.02541082,0.004280388,0.01447312,0.001433651],"domain_scores_gemma":[0.6850242,0.2666299,0.02169595,0.004694425,0.02079609,0.001159415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001211339,0.00004266182,0.002461024,0.6268569,0.001260895,0.0006070106,0.01988423,0.0009525465,0.0004595404,0.03372966,0.006626429,0.306998],"study_design_scores_gemma":[0.00002073536,0.00003739629,0.001010163,0.9478862,0.001508044,0.0002668791,0.007460993,0.0002405746,0.0001554829,0.008231862,0.03314398,0.00003768956],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00415404,0.971798,0.008384014,0.008078502,0.000780733,0.002041362,0.0004442863,0.00003836121,0.004280733],"genre_scores_gemma":[0.05744842,0.9073984,0.02425381,0.00333335,0.0003188214,0.005898531,0.0007353533,0.00004002859,0.0005732959],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.109195,"threshold_uncertainty_score":0.5774853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02966590226670278,"score_gpt":0.4507869801991443,"score_spread":0.4211210779324415,"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."}}