{"id":"W2032536818","doi":"10.1177/089202060501800503","title":"Servant-Leadership as an Effective Model for Educational Leadership and Management:","year":2004,"lang":"en","type":"article","venue":"Management in Education","topic":"Education and Communication Studies","field":"Social Sciences","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Servant leadership; Educational leadership; Leadership; Situational leadership theory; Leadership style; Neuroleadership; Instructional leadership; Leadership studies; Shared leadership; Transformational leadership; Transactional leadership; Management; Psychology; Sociology; Political science; Public relations; Pedagogy; Economics","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":[0.0006771837,0.0001231054,0.0001038625,0.0002757238,0.0005233767,0.0001177922,0.0002921755,0.00005370437,0.00003127674],"category_scores_gemma":[0.00005436254,0.0001455696,0.00003113714,0.0003573554,0.0001501397,0.0004415217,0.00004932798,0.0000776196,0.00003693443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003596959,"about_ca_system_score_gemma":0.0001644506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004037607,"about_ca_topic_score_gemma":0.00178259,"domain_scores_codex":[0.9988583,0.0001255177,0.0001939643,0.0003193215,0.0002169854,0.0002859416],"domain_scores_gemma":[0.9993345,0.0001004435,0.00008370633,0.0002864052,0.0001011699,0.00009378304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001952992,0.0006676451,0.001155935,0.0001733737,0.0000356622,7.474125e-8,0.04798695,0.0002329356,0.000001216402,0.8817501,0.001312633,0.06666391],"study_design_scores_gemma":[0.001030526,0.0000471243,0.06411017,0.0001789677,0.00007954446,5.112902e-7,0.5460304,0.0004081711,0.000009949958,0.3501388,0.03760362,0.0003622583],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2627067,0.003659546,0.006060417,0.3343108,0.002225835,0.0101954,0.000008369288,0.0002918998,0.380541],"genre_scores_gemma":[0.9636402,0.001237126,0.01030355,0.003830906,0.000150883,0.002403388,0.00006169547,0.0000163626,0.01835596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7009334,"threshold_uncertainty_score":0.5936157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1575280485639027,"score_gpt":0.4090084662848881,"score_spread":0.2514804177209855,"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."}}