{"id":"W4404355354","doi":"10.36834/cmej.78320","title":"Eight ways to support faculty with Entrustable Professional Activities","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa; Toronto Metropolitan University; Queen's University; University of Saskatchewan","funders":"","keywords":"Medical education; Psychology; Computer science; Medicine","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":[0.06825753,0.001354707,0.000702153,0.004749769,0.03135093,0.02477379,0.006655571,0.009064421,0.007051175],"category_scores_gemma":[0.1057921,0.001463432,0.001513011,0.002351911,0.03162803,0.02272246,0.03825057,0.01792446,0.002503694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01830515,"about_ca_system_score_gemma":0.1095395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01016753,"about_ca_topic_score_gemma":0.0296392,"domain_scores_codex":[0.9001067,0.06767209,0.003629822,0.003108324,0.01629194,0.009191187],"domain_scores_gemma":[0.840483,0.05232681,0.01364961,0.01201263,0.02079152,0.06073641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005857861,0.001107285,0.009229681,0.0008506251,0.0000370228,0.0008996168,0.6008753,0.0002656021,0.001620967,0.0360503,0.05023361,0.2987714],"study_design_scores_gemma":[0.0001196166,0.0005250305,0.008038945,0.002566031,0.00005221336,0.001091589,0.6001086,0.0008909589,0.001891071,0.03691153,0.3475237,0.0002807333],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.2179132,0.005305256,0.0928917,0.5558208,0.003883837,0.002506193,0.00008832414,0.003293421,0.1182974],"genre_scores_gemma":[0.7212801,0.003771347,0.2247257,0.02503048,0.0005389599,0.002307096,0.0001136991,0.0003557059,0.02187702],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06825753,"threshold_uncertainty_score":0.3609846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02970113080202306,"score_gpt":0.4121787386730528,"score_spread":0.3824776078710297,"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."}}