{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02480146,0.0001595632,0.0003416872,0.001972511,0.0002930508,0.001043575,0.001698782,0.0001020414,0.0002672763],"category_scores_gemma":[0.002424186,0.0001547977,0.0001742501,0.0006202729,0.0002850462,0.001780884,0.0000559892,0.0006739524,0.0000115819],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002952304,"about_ca_system_score_gemma":0.01088985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001435336,"about_ca_topic_score_gemma":0.006254892,"domain_scores_codex":[0.9929484,0.001372571,0.001591593,0.0002912542,0.0029208,0.0008753763],"domain_scores_gemma":[0.9955851,0.001108401,0.0004382485,0.0001348046,0.002053879,0.0006795487],"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":[0.0001172024,0.002457407,0.0159781,0.0001351238,0.0004812557,0.0001295245,0.1779382,0.00005768974,0.00002220667,0.323145,0.01333355,0.4662047],"study_design_scores_gemma":[0.00201013,0.001439978,0.01387489,0.0003400233,0.000004403055,0.0001715351,0.1895874,0.003464951,0.000004380356,0.007034342,0.7817674,0.0003006553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08489573,0.0007384245,0.01928089,0.8868458,0.004399585,0.001246526,0.0001568381,0.0001417771,0.002294461],"genre_scores_gemma":[0.9923718,0.0002879984,0.003453675,0.002422465,0.001163851,0.00006148673,0.00004234925,0.00002444783,0.0001719565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9074761,"threshold_uncertainty_score":0.9999934,"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."}}