{"id":"W2531929978","doi":"10.12806/v15/i4/r1","title":"Examining Leadership Style Influence on Engagement in a National Change Process: Implications for Leadership Education","year":2016,"lang":"en","type":"article","venue":"Journal of Leadership Education","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Leadership style; Process (computing); Style (visual arts); Shared leadership; Transactional leadership; Servant leadership; Transformational leadership; Psychology; Leadership; Political science; Process management; Public relations; Business; Computer science; Geography","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":[0.002718754,0.0002291407,0.000239753,0.001088556,0.0001629897,0.00006028248,0.0003589157,0.0001804153,0.0003303519],"category_scores_gemma":[0.0009217516,0.0001913611,0.00008425463,0.000464356,0.00008335809,0.0008004736,0.000008452535,0.0003364917,0.000124629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006860566,"about_ca_system_score_gemma":0.001523689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007503757,"about_ca_topic_score_gemma":0.0000304018,"domain_scores_codex":[0.9975895,0.0002943983,0.0008115059,0.0003375713,0.0005065229,0.0004604577],"domain_scores_gemma":[0.9972538,0.0006332537,0.0008316009,0.0002216565,0.000928322,0.0001313616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007669082,0.001963292,0.2480107,0.0005378561,0.0001305681,6.148313e-7,0.1260315,0.00005666254,0.0026613,0.008458523,0.0264057,0.5849764],"study_design_scores_gemma":[0.001475003,0.0004874028,0.9029723,0.001170121,0.00004014618,0.00002487732,0.08448855,0.00000744438,0.0003344492,0.001776254,0.006901452,0.0003219549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457039,0.000765076,0.0003462714,0.04837578,0.001346571,0.0011799,0.00000670792,0.00003067362,0.002245128],"genre_scores_gemma":[0.9893832,0.0000188551,0.0004256544,0.004747403,0.001502575,0.0009314318,0.00003426843,0.00003619204,0.002920461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6549616,"threshold_uncertainty_score":0.7803478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5222493729820498,"score_gpt":0.4517480372710403,"score_spread":0.07050133571100947,"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."}}