{"id":"W2217338015","doi":"10.1002/jls.21401","title":"For Leaders to be Transformational, They Must Think Imaginatively","year":2015,"lang":"en","type":"article","venue":"Journal of Leadership Studies","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sydney Steel (Canada)","funders":"","keywords":"Transformational leadership; Psychology; Reflection (computer programming); Sociology; Epistemology; Social psychology; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001028536,0.0001194084,0.0002504132,0.0002209429,0.0001107955,0.00002984821,0.0002357179,0.00003362962,0.00002538967],"category_scores_gemma":[0.00112097,0.00009215601,0.0001094269,0.0001769516,0.0002488832,0.0003176101,0.00001061478,0.0001742553,0.00003012724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009610716,"about_ca_system_score_gemma":0.0001184682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005126616,"about_ca_topic_score_gemma":0.00003054973,"domain_scores_codex":[0.9988486,0.0001091593,0.0003410307,0.000126802,0.0003306943,0.0002437124],"domain_scores_gemma":[0.9983137,0.0005525359,0.0002027456,0.0001002716,0.0006731349,0.0001576433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002445755,0.000230557,0.0007096272,0.0000338251,0.0001400209,0.000005305958,0.6609222,0.00004555445,0.0002878507,0.003436149,0.3314017,0.002542701],"study_design_scores_gemma":[0.001143482,0.0007286115,0.004238707,0.0000401284,0.00004999305,0.00009124839,0.9327528,0.000004290002,0.0004632037,0.0012375,0.05910595,0.0001440473],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2485284,0.00275178,0.00453916,0.7289004,0.005542084,0.0006027468,0.00002782265,0.00004007674,0.009067467],"genre_scores_gemma":[0.9851063,0.00003445836,0.001176123,0.01016495,0.0003261077,0.00002092167,6.20407e-7,0.00001184642,0.003158621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7365779,"threshold_uncertainty_score":0.3758013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6473982485573327,"score_gpt":0.5064972390263623,"score_spread":0.1409010095309704,"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."}}