{"id":"W3198162247","doi":"10.22454/fammed.2021.512946","title":"A Master Class in Family Doctor Leadership: Evaluating an Innovative Program","year":2021,"lang":"en","type":"article","venue":"Family Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; The Wilson Centre; University of Toronto; University Health Network; North York General Hospital; Women's College Hospital","funders":"","keywords":"Likert scale; Thematic analysis; Medical education; Psychology; Curriculum; Leadership development; Class (philosophy); Qualitative research; Medicine; Nursing; Pedagogy; Management; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001863715,0.0002842712,0.0005978132,0.0005374392,0.00008033412,0.00002094741,0.0001673402,0.0002400541,0.0005129113],"category_scores_gemma":[0.004250229,0.0002373655,0.0000399244,0.004177005,0.0003844206,0.0002109857,0.00005496738,0.0009561208,0.00007640262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003467063,"about_ca_system_score_gemma":0.0008913224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007924386,"about_ca_topic_score_gemma":0.00002588353,"domain_scores_codex":[0.996458,0.0002451044,0.0009798064,0.0006238624,0.001118052,0.0005751977],"domain_scores_gemma":[0.997233,0.0001308978,0.0001834016,0.0006658469,0.001630076,0.0001567589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004235333,0.002124553,0.03660161,0.0006452677,0.0001311345,0.0004374009,0.01366973,0.000009311178,0.1068698,0.002388391,0.0332874,0.8034118],"study_design_scores_gemma":[0.01046605,0.003744934,0.8218457,0.002953869,0.000163292,0.000151217,0.06936043,0.007130319,0.0009495608,0.0003390854,0.08236348,0.0005321066],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620769,0.0006059969,0.0003215753,0.01704251,0.001259792,0.001000152,0.000002744977,0.0001755344,0.0175148],"genre_scores_gemma":[0.9300299,0.00003396285,0.02431145,0.03857993,0.001811018,0.0003824585,0.0007710411,0.0000709876,0.004009249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8028798,"threshold_uncertainty_score":0.9679486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3197814181062839,"score_gpt":0.4659143242112479,"score_spread":0.146132906104964,"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."}}