{"id":"W4409343411","doi":"10.1002/aet2.70035","title":"Entrustable professional activity use in emergency medicine: A scoping review","year":2025,"lang":"en","type":"review","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; Scope (computer science); Observational study; MEDLINE; Curriculum; Medical education; Alternative medicine; Medicine; Psychology; Computer science; Political science; Pedagogy; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009960092,0.0002827206,0.001313486,0.0006169213,0.0001105288,0.00001016897,0.00009381783,0.0002282616,0.001186997],"category_scores_gemma":[0.004640664,0.0002275256,0.00009893092,0.001603123,0.0000704649,0.0001799767,0.00004001748,0.0007040449,0.000009268887],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002054581,"about_ca_system_score_gemma":0.006188206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004625139,"about_ca_topic_score_gemma":0.00001292342,"domain_scores_codex":[0.9978169,0.0001844528,0.001009221,0.0004437107,0.0002922612,0.0002534341],"domain_scores_gemma":[0.9987127,0.0002413053,0.0004060809,0.0003317216,0.0002175034,0.00009073582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001651089,0.0001532716,0.00007388331,0.1963574,0.00001648306,6.199399e-7,0.0003313582,4.652392e-9,7.2266e-8,0.0003206981,0.0127563,0.7899882],"study_design_scores_gemma":[0.0001356665,0.00001854147,0.0002681854,0.627698,0.0003760601,0.00002856357,0.0002277941,0.0000021246,4.50846e-8,0.0000340654,0.3710822,0.0001287886],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006264562,0.9885938,0.0000228523,0.002152534,0.003221462,0.002348361,0.000002400253,0.00003257372,0.003563365],"genre_scores_gemma":[0.00001896956,0.988166,0.0005669087,0.001043454,0.0004043092,0.0008581498,0.0003266318,0.00002398207,0.008591609],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7898595,"threshold_uncertainty_score":0.9997261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1516497772183711,"score_gpt":0.5127715188326579,"score_spread":0.3611217416142869,"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."}}