{"id":"W4382792671","doi":"10.5430/jbar.v12n2p9","title":"Leadership and Digital Transformation","year":2023,"lang":"en","type":"article","venue":"Journal of Business Administration Research","topic":"Business, Innovation, and Economy","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digitization; Digital transformation; Pillar; Face (sociological concept); Industrial Revolution; Digital Revolution; Subject (documents); Perspective (graphical); Transformation (genetics); Sociology; Work (physics); Knowledge management; Public relations; Political science; Business; Computer science; Engineering; Social science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001927894,0.00007721194,0.0002135162,0.0009276943,0.000159891,0.0003746806,0.0001367874,0.00008101537,0.0001346688],"category_scores_gemma":[0.000364696,0.00008169436,0.00003931042,0.001608124,0.0001091002,0.001715055,0.0000160793,0.0002141725,0.0002211367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004574116,"about_ca_system_score_gemma":0.0001308503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008331604,"about_ca_topic_score_gemma":0.000005724507,"domain_scores_codex":[0.9987376,0.00001337871,0.000764009,0.0001307371,0.0001196069,0.0002346418],"domain_scores_gemma":[0.9988127,0.00009035506,0.0003080036,0.0001040172,0.0006190206,0.00006588567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009607159,0.0007869801,0.4578365,0.001927624,0.00030472,0.0001822173,0.006112515,0.0007461712,0.0006510281,0.4280677,0.03461758,0.06780617],"study_design_scores_gemma":[0.001411497,0.0002609384,0.8924219,0.00009439929,0.000004496928,0.0001742979,0.00250999,0.001856404,0.000243004,0.04216352,0.05857011,0.0002894107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977748,0.0002964761,0.003489632,0.009521903,0.0003360242,0.0001345281,0.00002814912,0.00002105477,0.008424224],"genre_scores_gemma":[0.9986447,0.0002457429,0.00006888589,0.00005179696,0.0002663799,0.000004943051,0.00003076765,0.00001187629,0.0006748896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4345854,"threshold_uncertainty_score":0.3613054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2920154451780044,"score_gpt":0.3362267117363522,"score_spread":0.04421126655834773,"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."}}