{"id":"W4214543255","doi":"10.1097/acm.0000000000004640","title":"Six Principles for Developing Leadership Training Ecosystems in Health Care","year":2022,"lang":"en","type":"review","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Conceptualization; Leadership development; Neuroleadership; Health care; Diversity (politics); Engineering ethics; Perspective (graphical); Sociology; Leadership studies; Psychology; Reflection (computer programming); Public relations; Medical education; Political science; Leadership style; Medicine; 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004869648,0.0005039197,0.003025454,0.001261609,0.0001992644,0.00000438193,0.0004663012,0.0007164815,0.000318409],"category_scores_gemma":[0.008223657,0.0004077766,0.0001659887,0.0017203,0.0001467245,0.00005609067,0.0000772791,0.003318003,0.0000119936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003416659,"about_ca_system_score_gemma":0.005506322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006106155,"about_ca_topic_score_gemma":0.00002469586,"domain_scores_codex":[0.9943656,0.0003144901,0.00294983,0.0007450427,0.0008183346,0.0008066493],"domain_scores_gemma":[0.997045,0.0009613361,0.001228636,0.0004818557,0.0001226371,0.0001605396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009243489,0.000005370402,0.00001406215,0.1149771,0.0000631112,0.000006720335,0.01429206,3.907149e-7,1.060944e-7,0.002743392,0.01286785,0.8550206],"study_design_scores_gemma":[0.0009354081,0.0002188907,0.00000462548,0.09127338,0.0002412521,0.0002017048,0.03151713,0.00002721393,1.321688e-7,0.00002881686,0.8752873,0.0002641349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001707998,0.9803811,0.0006025539,0.01175362,0.002314339,0.004156071,0.00001602996,0.00009974196,0.0006594246],"genre_scores_gemma":[0.00005216519,0.9822671,0.00172313,0.006040127,0.003242576,0.002068641,0.003265092,0.0001341642,0.001206945],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8624195,"threshold_uncertainty_score":0.9998374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5704392384408303,"score_gpt":0.5103029665301922,"score_spread":0.06013627191063808,"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."}}