{"id":"W4387061109","doi":"10.4018/979-8-3693-1380-0.ch020","title":"Transformational Leadership","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in human resources management and organizational development book series","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Industry, Tourism and Investment","funders":"","keywords":"Transformational leadership; Psychology; Transactional leadership; Empowerment; Value (mathematics); Shared leadership; Pedagogy; Mathematics education; Political science; Social psychology; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004440239,0.000292351,0.0002489921,0.0004203943,0.0009874577,0.0001674491,0.0002871784,0.0001726784,0.002190088],"category_scores_gemma":[0.00002849062,0.0003280331,0.00003281427,0.0001658035,0.0004652787,0.0007733922,0.0001084381,0.0002139137,0.0001826581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002259967,"about_ca_system_score_gemma":0.0001361974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002205034,"about_ca_topic_score_gemma":0.000353139,"domain_scores_codex":[0.9978171,0.00003497498,0.0005334156,0.0004116435,0.0008521641,0.0003507286],"domain_scores_gemma":[0.9994597,0.00007924528,0.0001233734,0.0001069105,0.0001173195,0.0001133985],"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":[0.000007537513,0.00001472021,0.0004867514,0.0002281658,0.00004293498,0.000008729166,0.01736716,0.000007112362,1.675542e-7,0.9768884,0.0008457454,0.004102636],"study_design_scores_gemma":[0.0001517248,0.000007682339,0.001482549,0.0003487428,0.00001425296,7.749206e-7,0.002560101,2.313638e-7,0.000004326513,0.1257014,0.8693627,0.0003654791],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000880497,0.003038568,0.00008919332,0.002825062,0.0003219447,0.0004871235,0.000005863239,0.0002377084,0.9929065],"genre_scores_gemma":[0.001037515,0.01963069,0.001828251,0.001012524,0.0001733387,0.00004792817,0.0003011837,0.00006143879,0.9759071],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8685169,"threshold_uncertainty_score":0.9999171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03445264094528855,"score_gpt":0.272534991793948,"score_spread":0.2380823508486595,"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."}}