{"id":"W4404840366","doi":"10.32920/27922143","title":"Eight ways to support faculty with Entrustable Professional Activities","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa; Queen's University; University of Saskatchewan","funders":"","keywords":"Psychology","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":[0.04879283,0.00138276,0.00072925,0.003993778,0.02838932,0.02557114,0.006970298,0.01007774,0.01214238],"category_scores_gemma":[0.08548161,0.001635796,0.001626945,0.002248414,0.01980188,0.0297257,0.03879326,0.0179268,0.004556929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01060584,"about_ca_system_score_gemma":0.07665445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004913745,"about_ca_topic_score_gemma":0.01396836,"domain_scores_codex":[0.9323938,0.04339338,0.002959039,0.002672102,0.0104177,0.008163907],"domain_scores_gemma":[0.8480552,0.03766483,0.01154581,0.008553694,0.02146876,0.0727118],"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":[0.0001346789,0.001935499,0.01270427,0.00162656,0.00005456799,0.001500089,0.4288487,0.0003708776,0.002718287,0.03040885,0.1061144,0.4135833],"study_design_scores_gemma":[0.0001761325,0.0008071222,0.008787667,0.002953443,0.00006577223,0.001151278,0.5505432,0.001142094,0.002524327,0.02989524,0.4015697,0.0003840642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2197712,0.006048977,0.09854244,0.5666028,0.006675237,0.003170312,0.0001786493,0.005511206,0.09349921],"genre_scores_gemma":[0.6143032,0.004535721,0.3026735,0.03873501,0.001092328,0.00453438,0.0002635637,0.0005852658,0.03327719],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04879283,"threshold_uncertainty_score":0.2580442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07383298891524,"score_gpt":0.4434381524286766,"score_spread":0.3696051635134366,"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."}}