{"id":"W7082977680","doi":"10.48620/91478","title":"A Critical Analysis of Transformational Leadership and How it Can Improve Culture and Service Outcomes Within the Health Care.","year":2025,"lang":"en","type":"article","venue":"Open Access CRIS of the University of Bern","topic":"Malaria Research and Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformational leadership; Health care; Organizational culture; Workforce; Blame; Leadership style; Leadership studies; Leadership development; Shared leadership","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002389303,0.00005734928,0.0003139888,0.00008811983,0.0001471819,0.00004712733,0.0005677549,0.00003669323,0.00003297886],"category_scores_gemma":[0.0001042384,0.00003508767,0.00007641809,0.0003375507,0.000209707,0.0002359706,0.0002914701,0.0001297343,4.176064e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002705193,"about_ca_system_score_gemma":0.0002399222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008032653,"about_ca_topic_score_gemma":0.01517778,"domain_scores_codex":[0.9994153,0.00009208129,0.00009380547,0.0001008535,0.0002057112,0.00009223957],"domain_scores_gemma":[0.9992878,0.000113976,0.00008186889,0.0001882086,0.0002707798,0.00005736284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008701641,0.0007311604,0.634438,0.01363781,0.01617051,0.00001257162,0.1908506,0.000158272,0.004174736,0.09765546,0.01706015,0.01640907],"study_design_scores_gemma":[0.005065814,0.0002484753,0.8061941,0.0003272914,0.003489678,0.000001955968,0.1778628,0.003633323,0.001345422,0.0003141687,0.001389008,0.0001279298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1865416,0.0003539329,0.0003226851,0.8096432,0.00002206809,0.0006556091,0.0002353922,0.000002883813,0.002222548],"genre_scores_gemma":[0.9966573,0.00003043325,0.0001182551,0.00195981,0.000002290593,3.713844e-7,0.000008761025,0.000001470411,0.001221321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8101156,"threshold_uncertainty_score":0.9985729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04269550265867507,"score_gpt":0.3557755290073507,"score_spread":0.3130800263486756,"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."}}