{"id":"W4405887322","doi":"10.1007/978-3-031-72486-2_21","title":"Leadership Main Styles in the Context of Digital Transformation","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in business and economics","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Digital transformation; Leadership style; Context (archaeology); Transformation (genetics); Sociology; Psychology; Computer science; Political science; Public relations; Geography; World Wide Web; Archaeology","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":[0.0006216486,0.0001252129,0.0001801995,0.000265681,0.00005581669,0.0002222649,0.0001501904,0.0001888238,0.00002533944],"category_scores_gemma":[0.00005014556,0.0001140943,0.00003035578,0.0001154097,0.0002304445,0.0006197603,0.00001224166,0.0002115618,0.000008022293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001272938,"about_ca_system_score_gemma":0.0001260871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000142465,"about_ca_topic_score_gemma":0.0008895206,"domain_scores_codex":[0.9992301,0.000001921757,0.0003544445,0.0001748578,0.00008966381,0.0001490031],"domain_scores_gemma":[0.9996579,0.00006365348,0.0001342282,0.00003841045,0.00008932947,0.0000164544],"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":[0.00000835461,0.000008942563,0.0006733237,0.00021626,0.000005940751,1.814402e-7,0.02853558,0.000001186874,0.000001240206,0.9660509,0.00006734384,0.004430717],"study_design_scores_gemma":[0.0003799507,0.00002774316,0.006844723,0.001513948,0.00003398417,0.000004514654,0.2987737,0.00005009673,0.0000148803,0.3411825,0.3506131,0.0005607647],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09763324,0.0005191285,0.000002470659,0.02218346,0.0002566057,0.0003862927,0.00002577233,0.00001468527,0.8789784],"genre_scores_gemma":[0.9872152,0.001026872,0.0000142916,0.000193272,0.0002403535,0.00001336537,0.00001973356,0.0000164724,0.01126041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.889582,"threshold_uncertainty_score":0.4652632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07626888860040791,"score_gpt":0.262611725771204,"score_spread":0.186342837170796,"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."}}