{"id":"W7115556064","doi":"10.1108/978-1-83708-468-520251008","title":"Leading Through Change","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Organizational Change and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"","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":[0.0008514203,0.0006809455,0.0003031069,0.001030228,0.00471447,0.009481337,0.0008576338,0.002343365,0.04768892],"category_scores_gemma":[0.001677237,0.0002520999,0.000249828,0.001082214,0.005900174,0.005309679,0.003199334,0.004094203,0.02332039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004446826,"about_ca_system_score_gemma":0.005350202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008534367,"about_ca_topic_score_gemma":0.02075358,"domain_scores_codex":[0.9991643,0.0002544593,0.00002060712,0.0001386898,0.0002886149,0.0001332932],"domain_scores_gemma":[0.9995508,0.0001173223,0.00002278412,0.00008118233,0.0001119373,0.0001160368],"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":[0.000005440393,0.00001716169,0.00007167837,0.00004761594,0.000002221336,0.00004605971,0.002469131,0.00009976223,0.00008813757,0.7356772,0.2089275,0.05254809],"study_design_scores_gemma":[0.000002073156,0.000005389788,0.00007330731,0.00009925404,0.000001392212,0.0000366535,0.0008086294,0.00006285411,0.0000628027,0.09354743,0.9052971,0.000003057878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002753352,0.001990683,0.001566001,0.003936007,0.0007960858,0.0000220757,0.00002091453,0.00006016074,0.9913328],"genre_scores_gemma":[0.01831115,0.002293541,0.001651042,0.003521445,0.0002635715,0.00005869443,0.00005657118,0.0001112523,0.9737326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04768892,"threshold_uncertainty_score":0.1595353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228000237483417,"score_gpt":0.2554432750915569,"score_spread":0.1326432513432152,"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."}}