{"id":"W2500129923","doi":"10.4018/978-1-4666-6134-9.ch001","title":"Leadership in the Digital Age","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in business strategy and competitive advantage book series","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Focus (optics); Engineering ethics; Political science; Business practice; Public relations; Data science; Management science; Sociology; Knowledge management; Computer science; Engineering; Business","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000202317,0.0005922617,0.0006301624,0.0002694541,0.0002023684,0.0005715617,0.0004332894,0.0001629446,0.0001607747],"category_scores_gemma":[0.00006643084,0.0004515561,0.00007988903,0.0001796443,0.000893268,0.004043018,0.0002002173,0.0004602376,0.00006750623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002532141,"about_ca_system_score_gemma":0.00002285811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002824723,"about_ca_topic_score_gemma":0.001465622,"domain_scores_codex":[0.9980703,0.00001517441,0.0005047175,0.0006235699,0.0003077917,0.000478457],"domain_scores_gemma":[0.9990072,0.0002118137,0.0003378541,0.0003019077,0.0001285765,0.00001263232],"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":[0.000107369,0.00002246624,0.004183898,0.0005705209,0.00001428678,0.0003061203,0.00007038812,0.00008384954,0.000001195786,0.9866632,0.00004576752,0.007930954],"study_design_scores_gemma":[0.0004124918,0.00003771523,0.005563613,0.001097344,0.00003183617,0.00001835119,0.003895042,0.000002815497,0.000001106264,0.0634487,0.924886,0.0006050243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002189228,0.02482382,0.00002214982,0.001125893,0.0002429985,0.0003977045,0.00002233099,0.00005924223,0.973087],"genre_scores_gemma":[0.59267,0.1205873,0.00006028136,0.01480717,0.003152533,0.0002400926,0.0006327585,0.0002727878,0.267577],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9248402,"threshold_uncertainty_score":0.9997936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03341015097418724,"score_gpt":0.230848486695487,"score_spread":0.1974383357212998,"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."}}