{"id":"W4392111493","doi":"10.3389/ijph.2024.1606267","title":"Competencies for Transformational Leadership in Public Health—An International Delphi Consensus Study","year":2024,"lang":"en","type":"article","venue":"International Journal of Public Health","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pan American Health Organization; National Institutes of Health; Carnegie Corporation of New York; Instituto Nacional De Salud Pública; Universiteit Maastricht; African Population and Health Research Center; University of Health and Allied Sciences; University of Pretoria; Göteborgs Universitet; Universidad de Costa Rica; London School of Hygiene and Tropical Medicine; Universidad Nacional de Salta; Akademie der Naturwissenschaften; Universidad de Chile; Khon Kaen University; Eidgenössische Technische Hochschule Zürich; European Centre for Disease Prevention and Control; World Health Organization; Wellcome Trust; Mongolian National University of Medical Sciences; Chinese Center for Disease Control and Prevention; École Polytechnique Fédérale de Lausanne; Universität Basel; University of Ottawa; Medical Research Council; Association of Schools and Programs of Public Health; University of Bern","keywords":"Delphi method; Transformational leadership; Delphi; Curriculum; Workforce; Public health; Context (archaeology); Medical education; Workforce development; Public sector; Knowledge management; Medicine; Psychology; Public relations; Nursing; Political science; Pedagogy; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08850818,0.0006708928,0.0006541868,0.004007413,0.003901173,0.002339556,0.001363671,0.001308993,0.003536573],"category_scores_gemma":[0.06518494,0.0007047276,0.0009454133,0.002102575,0.003230131,0.003081539,0.008384979,0.002116934,0.0006277604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004567256,"about_ca_system_score_gemma":0.01811456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002898909,"about_ca_topic_score_gemma":0.003424969,"domain_scores_codex":[0.9429764,0.04451699,0.003111507,0.001509194,0.00393917,0.003946702],"domain_scores_gemma":[0.9602776,0.02494573,0.001439711,0.001405073,0.01032132,0.001610543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004896663,0.0009775774,0.03158558,0.003192725,0.0001245596,0.001242853,0.6901519,0.003594196,0.007578411,0.0300999,0.01180182,0.2191609],"study_design_scores_gemma":[0.0001188816,0.0008543315,0.0195103,0.002825588,0.00005763441,0.0007353351,0.9099132,0.008594311,0.003198992,0.01189627,0.04214096,0.0001542124],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8429859,0.0006538958,0.09098855,0.006404046,0.0003158132,0.02757258,0.0003540863,0.0001140962,0.03061098],"genre_scores_gemma":[0.9152816,0.0007347458,0.0587154,0.001199343,0.00004739821,0.02107682,0.0002589179,0.00004219223,0.00264366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08850818,"threshold_uncertainty_score":0.4680816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7065178340853357,"score_gpt":0.560855605957959,"score_spread":0.1456622281273767,"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."}}