{"id":"W4386334854","doi":"10.4018/978-1-6684-8822-5.ch002","title":"Leadership","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in logistics, operations, and management science book series","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Transformational leadership; Leadership style; Transactional leadership; Neuroleadership; Shared leadership; Leadership; Phenomenon; Leadership studies; Servant leadership; Political science; Public relations; Sociology; Epistemology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007112795,0.0004428363,0.0002650041,0.0006859854,0.001935078,0.004352004,0.000613859,0.0008248138,0.09007189],"category_scores_gemma":[0.001653734,0.0001605386,0.0002120507,0.0006065657,0.001047069,0.001577726,0.001667834,0.001785304,0.06154235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001594152,"about_ca_system_score_gemma":0.002109356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001639381,"about_ca_topic_score_gemma":0.003974216,"domain_scores_codex":[0.9991603,0.0001650453,0.00003047784,0.0001131387,0.0003864063,0.000144607],"domain_scores_gemma":[0.9991696,0.00007931173,0.00004147598,0.00005462844,0.0003610549,0.000294009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009940218,0.00003160718,0.0002841697,0.0001345133,0.000003685616,0.00008288283,0.001595473,0.0001029977,0.0003201334,0.1522043,0.6721365,0.1730938],"study_design_scores_gemma":[0.000001909446,0.00001140156,0.0002111908,0.00007664068,7.44363e-7,0.00007975232,0.0002437188,0.00002848067,0.00005314591,0.005670868,0.9936193,0.000002847248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001015332,0.005188534,0.002963139,0.007382567,0.003014854,0.00006512905,0.0001381237,0.000382414,0.9798499],"genre_scores_gemma":[0.03374112,0.005675184,0.002809273,0.004657811,0.001022944,0.00007807669,0.0002707591,0.0001834121,0.9515615],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09007189,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04730813393346565,"score_gpt":0.2678727076924902,"score_spread":0.2205645737590246,"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."}}