{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002501571,0.0001738113,0.0003979072,0.0004001751,0.0001384881,0.00001549286,0.0003894855,0.0003746075,0.003200627],"category_scores_gemma":[0.00973993,0.0001447173,0.0000576676,0.00179381,0.0003569427,0.00006527647,0.0001304102,0.001073431,0.0002087982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001835671,"about_ca_system_score_gemma":0.00189539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001085695,"about_ca_topic_score_gemma":0.000005379916,"domain_scores_codex":[0.9943868,0.0002033946,0.0008024763,0.0004180979,0.003819309,0.0003699518],"domain_scores_gemma":[0.998798,0.000161682,0.0001758398,0.0003387711,0.000275546,0.0002501769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006648522,0.01440096,0.06725691,0.0002410953,0.0001634136,0.00003007237,0.03257675,0.000008239904,0.0001592449,0.0007190814,0.3508973,0.5334804],"study_design_scores_gemma":[0.0075653,0.004932159,0.08630219,0.001059449,0.0002942463,0.0001463625,0.6103167,0.006514115,0.0001100977,0.0001645086,0.2820043,0.0005905657],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506247,0.0001199383,0.0002622374,0.0448081,0.001197788,0.0006214977,4.097579e-7,0.0002280477,0.002137252],"genre_scores_gemma":[0.9923663,0.0001314364,0.0001931226,0.004843276,0.0004468913,0.0002423659,0.0002163462,0.00002823814,0.00153201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.57774,"threshold_uncertainty_score":0.9986014,"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."}}