{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002361468,0.0003181226,0.0001854574,0.000545779,0.001197403,0.003940805,0.0003850108,0.0008387879,0.004465136],"category_scores_gemma":[0.009057455,0.0001755081,0.0002990254,0.0002001802,0.003412236,0.002155788,0.001702831,0.002457133,0.002039824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005018093,"about_ca_system_score_gemma":0.001816658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003106146,"about_ca_topic_score_gemma":0.0007602728,"domain_scores_codex":[0.9983284,0.0006377061,0.00007464379,0.0001099852,0.0006662872,0.0001829201],"domain_scores_gemma":[0.993924,0.001912912,0.001262757,0.0004637961,0.001314244,0.001122264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002846618,0.001235821,0.06556365,0.001353712,0.0001511617,0.002557799,0.1369326,0.002337363,0.03602627,0.3318672,0.04499765,0.3766921],"study_design_scores_gemma":[0.0001651354,0.001514977,0.06282122,0.001386758,0.00009375014,0.005420595,0.1144631,0.003237984,0.01502103,0.4232995,0.3722489,0.0003271012],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4143071,0.002683632,0.1414641,0.03659396,0.001638742,0.0005493931,0.0001200599,0.0005282792,0.4021147],"genre_scores_gemma":[0.9390763,0.001078986,0.03936303,0.003195404,0.0002098369,0.0001988001,0.0001046599,0.00006572491,0.01670731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004465136,"threshold_uncertainty_score":0.01493734,"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."}}