{"id":"W4225755158","doi":"10.7202/1085567ar","title":"A Meta-Review of Servant Leadership: Construct, Correlates, and the Process","year":2022,"lang":"en","type":"article","venue":"Journal of Comparative International Management","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Servant leadership; Transformational leadership; Construct (python library); Psychology; Relevance (law); Social psychology; Process (computing); Management; Sociology; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0206534,0.001354415,0.004398749,0.01844707,0.0007395733,0.004279358,0.001813012,0.00111857,0.003584381],"category_scores_gemma":[0.08827771,0.001157652,0.007535846,0.01644828,0.0009245067,0.003177863,0.001780301,0.001488935,0.0004360225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00361478,"about_ca_system_score_gemma":0.01245779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006025863,"about_ca_topic_score_gemma":0.01731293,"domain_scores_codex":[0.9885356,0.004313282,0.004493006,0.0009627455,0.001494403,0.0002010207],"domain_scores_gemma":[0.9120004,0.06704179,0.01177279,0.001702132,0.006808857,0.00067401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004051838,0.00007264532,0.008638005,0.7359214,0.03659462,0.0002027689,0.001461616,0.00032749,0.0004253176,0.001244853,0.003917741,0.2107884],"study_design_scores_gemma":[0.0001616886,0.0004736912,0.02681871,0.712247,0.1931321,0.0007756805,0.001458576,0.0002574805,0.0008590005,0.002182349,0.06152641,0.0001073697],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002188314,0.995361,0.0006404583,0.0006114328,0.0001160177,0.0001568812,0.0004405684,0.0000123075,0.0004730151],"genre_scores_gemma":[0.02719736,0.9685863,0.002269424,0.0006362959,0.0001581317,0.0004324832,0.0005322917,0.00001616745,0.0001715306],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0206534,"threshold_uncertainty_score":0.1092269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07997693804668073,"score_gpt":0.3017179604072868,"score_spread":0.2217410223606061,"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."}}