{"id":"W4392741698","doi":"10.1007/978-981-99-8438-1_40","title":"Redefining Leadership in the Age of AI: Tools, Applications, and Limitations","year":2024,"lang":"en","type":"book-chapter","venue":"Algorithms for intelligent systems","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Canada West","funders":"","keywords":"Dialog box; Leadership studies; Political science; Neuroleadership; Engineering ethics; Psychology; Leadership style; Public relations; Management; Management science; Artificial intelligence; Knowledge management; Computer science; Engineering; World Wide Web","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":[0.0007743356,0.00023567,0.0004569376,0.0003231834,0.00008414655,0.00007960859,0.000145912,0.0003340135,0.000009696975],"category_scores_gemma":[0.0001557912,0.0001839932,0.0001560172,0.0001087298,0.0001366298,0.0000532023,0.0000188803,0.0005039239,0.0000776867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282759,"about_ca_system_score_gemma":0.0001857081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002833336,"about_ca_topic_score_gemma":0.0001235586,"domain_scores_codex":[0.9980812,0.0000231194,0.0009844179,0.0003814718,0.0002868481,0.0002429591],"domain_scores_gemma":[0.9978423,0.001257003,0.0001953465,0.000396329,0.0002454306,0.00006364564],"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":[0.00004806968,0.00007799728,0.0001009645,0.005335785,0.0001776954,0.00001731507,0.007360439,0.00003172083,0.00002161999,0.7186345,0.00377566,0.2644182],"study_design_scores_gemma":[0.00004494604,0.0004430172,0.00002253786,0.003579411,0.0003862295,0.0001144979,0.0218958,0.001183631,0.0002049779,0.04273066,0.9290905,0.0003038149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000340907,0.2317844,0.1115366,0.03749556,0.008747005,0.03541334,0.0008608043,0.0004081908,0.5734133],"genre_scores_gemma":[0.3348601,0.0136996,0.00278994,0.003091613,0.005319403,0.006249815,0.00380743,0.000399798,0.6297823],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9253148,"threshold_uncertainty_score":0.7503026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.568244231171401,"score_gpt":0.4172077207156177,"score_spread":0.1510365104557833,"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."}}