{"id":"W4323844728","doi":"10.3390/ime2010006","title":"Defining Leadership in Undergraduate Medical Education, Networks, and Instructors: A Scoping Review","year":2023,"lang":"en","type":"review","venue":"International Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wilfrid Laurier University","keywords":"Portuguese; Inclusion (mineral); Medical education; Curriculum; Educational leadership; Leadership development; Grey literature; Psychology; Political science; Pedagogy; Medicine; MEDLINE; Public relations","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002746547,0.0005446094,0.001670746,0.001350607,0.0001010323,0.00007554045,0.0006742101,0.001027493,0.001489919],"category_scores_gemma":[0.05060022,0.0004938964,0.0002403479,0.002135991,0.0003522057,0.0002294188,0.000205234,0.002112285,0.0002336068],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003477,"about_ca_system_score_gemma":0.03823288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001597369,"about_ca_topic_score_gemma":0.0001386228,"domain_scores_codex":[0.9932284,0.0003376346,0.002447642,0.0009116729,0.002540976,0.0005336546],"domain_scores_gemma":[0.9968509,0.0006250183,0.000804824,0.0005473192,0.0006103811,0.0005615631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000005065852,0.0004303303,0.0002078138,0.08349704,0.0001037735,0.00001337125,0.00004359907,1.472318e-7,2.43797e-9,0.005963074,0.03664879,0.873087],"study_design_scores_gemma":[0.0002866936,0.00002541334,0.00007902101,0.6689159,0.0002754103,0.0006917418,0.0001242489,0.0002278516,1.710342e-8,0.000289476,0.3287846,0.0002996843],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001317148,0.9428284,0.0001295776,0.04641383,0.007361361,0.001908235,0.000003458878,0.0001378264,0.001204113],"genre_scores_gemma":[0.00002408708,0.967213,0.0007702046,0.0247856,0.00216109,0.001502851,0.002535326,0.0001199764,0.0008878739],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8727873,"threshold_uncertainty_score":0.9997513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1186125685722426,"score_gpt":0.4662865770977916,"score_spread":0.347674008525549,"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."}}