{"id":"W4200219199","doi":"10.36834/cmej.70234","title":"Residents’ transformational changes through self-regulated, experiential learning for professionalism","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medical Council of Canada; University of Calgary","funders":"","keywords":"Transformative learning; Experiential learning; Transformational leadership; Medical education; Health care; Professional development; Experiential education; Medicine; Psychology; Appreciative inquiry; Nursing; Pedagogy; Political science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.007370883,0.00025835,0.0001794154,0.0003458943,0.001529993,0.002166199,0.00100521,0.0006420901,0.002198009],"category_scores_gemma":[0.01241665,0.0002178288,0.0003678358,0.0002002302,0.004308009,0.001197643,0.004820515,0.001564179,0.0006101098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047547,"about_ca_system_score_gemma":0.003606649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003557492,"about_ca_topic_score_gemma":0.001954717,"domain_scores_codex":[0.9939621,0.004378316,0.00009843588,0.0002321877,0.0007876114,0.0005413016],"domain_scores_gemma":[0.9942022,0.002211857,0.0006207639,0.0007397127,0.0006405517,0.001584796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003541815,0.002743274,0.03430834,0.001242249,0.00007676354,0.002130998,0.5944495,0.001077078,0.01761446,0.01094359,0.02022945,0.31483],"study_design_scores_gemma":[0.000175815,0.006195235,0.08957877,0.001429268,0.0001049281,0.00530907,0.5807682,0.003226674,0.01978483,0.02865701,0.2645235,0.000246676],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604234,0.0004529751,0.01306837,0.004640166,0.0001510302,0.000221703,0.00003191694,0.0001715606,0.02083877],"genre_scores_gemma":[0.9881142,0.0002225524,0.007862522,0.0006497689,0.00002961999,0.0001093911,0.00002144563,0.00001587723,0.00297477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007370883,"threshold_uncertainty_score":0.03898144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02187347362865176,"score_gpt":0.3580191870695048,"score_spread":0.336145713440853,"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."}}