{"id":"W4387125489","doi":"10.22541/au.169593667.76336878/v1","title":"Critical route for leadership competencies in medical students in 35 PAHO members states: A scoping review and thematic analysis","year":2023,"lang":"en","type":"review","venue":"","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Curriculum; Educational leadership; Medical education; Political science; Government (linguistics); Corporate governance; Psychology; Portuguese; Public relations; Pedagogy; Qualitative research; Sociology; Medicine; Management; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04929595,0.0009521957,0.002688567,0.03337445,0.003473144,0.005779742,0.00173125,0.002268921,0.001963329],"category_scores_gemma":[0.1057185,0.001004889,0.003256686,0.02703662,0.002741873,0.006291819,0.005062736,0.002022035,0.0001888904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01134564,"about_ca_system_score_gemma":0.03485094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008315837,"about_ca_topic_score_gemma":0.01587291,"domain_scores_codex":[0.9661267,0.01760663,0.008922059,0.001370409,0.004968889,0.0010053],"domain_scores_gemma":[0.9129505,0.06992961,0.006725372,0.001050963,0.008710411,0.0006331217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002090628,0.0001187867,0.008178302,0.5447291,0.00154342,0.001137056,0.1226809,0.0004071003,0.0008477849,0.01588917,0.01001503,0.2942444],"study_design_scores_gemma":[0.0000434406,0.0001310945,0.006544112,0.8169082,0.002691939,0.0005823331,0.0962524,0.0002511617,0.0005898544,0.003153699,0.07279067,0.00006118311],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.05826848,0.8926713,0.006765708,0.01274464,0.001055431,0.01416348,0.001993316,0.00004858945,0.01228912],"genre_scores_gemma":[0.3074552,0.6378284,0.02101962,0.00452552,0.0002746588,0.02540643,0.001799614,0.00004289386,0.001647774],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04929595,"threshold_uncertainty_score":0.260705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2571136783909764,"score_gpt":0.5404707804204404,"score_spread":0.283357102029464,"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."}}