{"id":"W4404840383","doi":"10.32920/27926493.v1","title":"Six Principles for Developing Leadership Training Ecosystems in Health Care","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton General Hospital","funders":"","keywords":"Training (meteorology); Health care; Psychology; Knowledge management; Business; Political science; Computer science; Geography","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"],"consensus_categories":[],"category_scores_codex":[0.001020585,0.0003647936,0.0005025971,0.0006793326,0.0001706483,0.0007179581,0.0003571282,0.0002792503,0.0000714836],"category_scores_gemma":[0.0004244569,0.0003610782,0.0001360013,0.000464581,0.00002404404,0.0001566221,0.0004408345,0.0007612178,0.0002279621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003697327,"about_ca_system_score_gemma":0.0006992059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008104687,"about_ca_topic_score_gemma":0.004421523,"domain_scores_codex":[0.9976821,0.00002989607,0.0007111508,0.0007244381,0.0002741187,0.000578305],"domain_scores_gemma":[0.9990822,0.0001329324,0.0003502125,0.0002285329,0.000189506,0.00001659729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006267364,0.00005391146,0.01382376,0.1552772,0.0002274847,0.00002563924,0.02154039,0.02063195,0.0000132708,0.7561352,0.01519591,0.01701256],"study_design_scores_gemma":[0.001270365,0.00002898331,0.004501471,0.01612756,0.000106067,0.0000057233,0.1435609,0.03836205,0.00003128314,0.01158868,0.7820648,0.002352162],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1841689,0.03986304,0.03471303,0.5206383,0.03016911,0.01674344,0.0001925523,0.009366088,0.1641455],"genre_scores_gemma":[0.9855917,0.000006637998,0.002975852,0.004059366,0.003924822,0.0001274981,0.0006878662,0.0001420242,0.002484252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8014228,"threshold_uncertainty_score":0.9998841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2175023631188313,"score_gpt":0.3026093819511265,"score_spread":0.08510701883229518,"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."}}