{"id":"W4319263510","doi":"10.1111/medu.15025","title":"Learning by doing: A phenomenological study of medical student leaders","year":2023,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Hospital for Sick Children; Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Mentorship; Thematic analysis; Leadership development; Medical education; Reflexivity; Psychology; Educational leadership; Qualitative research; Pedagogy; Medicine; Sociology; Public relations; Political science","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":[0.0119253,0.001012003,0.00115709,0.002339018,0.01499536,0.008790706,0.002638729,0.002891058,0.002757228],"category_scores_gemma":[0.01712599,0.0008509305,0.0006641621,0.001958691,0.01546955,0.007334791,0.007678853,0.005921153,0.0005733324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004526122,"about_ca_system_score_gemma":0.005279996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004047881,"about_ca_topic_score_gemma":0.007994243,"domain_scores_codex":[0.9898452,0.007681602,0.0002123789,0.0004901822,0.0006181173,0.001152563],"domain_scores_gemma":[0.9857512,0.01009449,0.001020006,0.0004063771,0.0009364808,0.001791568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001998472,0.00005004332,0.001068385,0.00005956284,0.000002420171,0.0005598219,0.9956501,0.00001626244,0.0002333882,0.0005783918,0.0003201571,0.001441459],"study_design_scores_gemma":[0.000003043462,0.00004097763,0.0005365647,0.00006879448,0.000001891441,0.0002027015,0.9948081,0.00003386342,0.00007559724,0.0002182536,0.004001755,0.00000844717],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858268,0.001179678,0.002674073,0.003331728,0.0002060827,0.0002786095,0.0001111916,0.00002714047,0.006364751],"genre_scores_gemma":[0.9940143,0.001044356,0.001037573,0.001018204,0.00006902579,0.0002402249,0.00006550549,0.00003711796,0.002473634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01499536,"threshold_uncertainty_score":0.06306779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03314663150471073,"score_gpt":0.4320659129578039,"score_spread":0.3989192814530931,"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."}}