{"id":"W4403685415","doi":"10.1111/medu.15553","title":"Transformational learning and professional identity formation in postgraduate competency‐based medical education","year":2024,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; York University; McMaster University","funders":"McMaster University","keywords":"Transformational leadership; Thematic analysis; Identity (music); Interpersonal communication; Professional development; Medical education; Psychology; Qualitative research; Population; Interpersonal relationship; Transformative learning; Pedagogy; Nursing; Medicine; Sociology; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006051912,0.0001463135,0.0001511134,0.0006013411,0.004305819,0.003929591,0.0006094583,0.0006289848,0.002372555],"category_scores_gemma":[0.01133294,0.0001265543,0.0001529483,0.0005243751,0.01482436,0.002193041,0.006856595,0.001868898,0.0001757221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003941352,"about_ca_system_score_gemma":0.01197856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005937041,"about_ca_topic_score_gemma":0.008558129,"domain_scores_codex":[0.9951331,0.003280178,0.0001025955,0.0001956009,0.0006793531,0.0006091041],"domain_scores_gemma":[0.9908132,0.004239536,0.001533256,0.000341572,0.0006345138,0.002437969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000585008,0.0002087143,0.03232377,0.0003228363,0.000009891027,0.0007728069,0.8545132,0.0002667244,0.0008320696,0.0407091,0.001806036,0.06817636],"study_design_scores_gemma":[0.00001989049,0.0002667424,0.05720268,0.0005742096,0.000009158097,0.001424684,0.8441918,0.0005704827,0.0009969901,0.03243014,0.06226664,0.00004655809],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406043,0.001062699,0.004730514,0.009196409,0.00007373274,0.0000835543,0.00002186339,0.00002166773,0.04420536],"genre_scores_gemma":[0.9983406,0.000186289,0.0005412133,0.0001630686,0.000007806477,0.00001163614,0.000005661202,0.000002232101,0.000741418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006051912,"threshold_uncertainty_score":0.03200597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009160367116389685,"score_gpt":0.377319745640852,"score_spread":0.3681593785244623,"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."}}