{"id":"W1460756039","doi":"10.1177/0020852315576706","title":"Leadership competencies for a global public service","year":2015,"lang":"en","type":"article","venue":"International Review of Administrative Sciences","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Optimal distinctiveness theory; Public sector; Public relations; Public service; Political science; Leadership studies; Leadership; Leadership style; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.003814388,0.00009839275,0.0001967358,0.00006982886,0.0002855052,0.0001886524,0.001135743,0.00004338344,0.0002449888],"category_scores_gemma":[0.00697376,0.00008273692,0.00009663037,0.0008931516,0.001280904,0.0006821813,0.00005226009,0.00006223198,0.00002222733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001354042,"about_ca_system_score_gemma":0.005581508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002519349,"about_ca_topic_score_gemma":0.001506345,"domain_scores_codex":[0.9974691,0.0002353568,0.0003715663,0.0002461215,0.001340585,0.0003372981],"domain_scores_gemma":[0.9972111,0.0004092662,0.0002475808,0.00009910945,0.001729752,0.0003031882],"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":[0.0000104888,0.00007429181,0.001045566,0.0002208767,0.00001925261,8.197488e-7,0.0006591449,3.89302e-7,0.000008130526,0.9862558,0.008874606,0.002830646],"study_design_scores_gemma":[0.0003173797,0.0003686388,0.0008812385,0.000958346,0.000009969972,0.000007231152,0.0177719,0.00008986373,0.0001130604,0.02816574,0.9511357,0.0001809261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003047149,0.004618459,0.0006206013,0.3976117,0.0005736576,0.0006914203,0.000220901,0.00004336859,0.5925727],"genre_scores_gemma":[0.9848766,0.001444616,0.003418096,0.007954733,0.0003441322,0.0001017535,0.00003243847,0.000003658245,0.001823975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9818295,"threshold_uncertainty_score":0.9901356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6342835936045175,"score_gpt":0.550306054295573,"score_spread":0.08397753930894447,"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."}}