{"id":"W4399784420","doi":"10.1002/pa.2930","title":"Public sector leadership in leadership scholarship: A systematic literature review","year":2024,"lang":"en","type":"article","venue":"Journal of Public Affairs","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Scholarship; Public sector; Leadership studies; Public relations; Sociology; Political science; Leadership style; Law","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":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01909401,0.0002070671,0.0005836065,0.001356451,0.0002335008,0.002756633,0.001083297,0.0002735376,0.0008043047],"category_scores_gemma":[0.0146597,0.0001620384,0.0003542439,0.003995159,0.0002941886,0.004059717,0.00004466854,0.001600622,0.00009470898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005453368,"about_ca_system_score_gemma":0.003701991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001149259,"about_ca_topic_score_gemma":0.0004926539,"domain_scores_codex":[0.9932443,0.002657343,0.001079769,0.0002659038,0.001725451,0.001027263],"domain_scores_gemma":[0.9970983,0.0008494598,0.0003564041,0.0002619842,0.0006788441,0.000755046],"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":[0.00002202079,0.0004537755,0.001232065,0.1969282,0.0004116943,0.001732972,0.01919946,9.725483e-7,0.0001406853,0.692789,0.07984934,0.007239741],"study_design_scores_gemma":[0.001292508,0.0004924486,0.00108744,0.4304612,0.0001724266,0.001138239,0.1159481,0.0001150649,0.00003241075,0.008852195,0.4392897,0.001118295],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0008671102,0.3917067,0.000181169,0.5547022,0.000973615,0.0008819347,0.00001492776,0.0001294633,0.05054294],"genre_scores_gemma":[0.9765946,0.01488871,0.00009157749,0.001806244,0.0009820735,0.00003247076,0.000005216541,0.00002513261,0.00557398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9757275,"threshold_uncertainty_score":0.9982786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4528919695768227,"score_gpt":0.4076544917998312,"score_spread":0.04523747777699155,"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."}}