{"id":"W4412199202","doi":"10.1080/14719037.2025.2531895","title":"A convergence of executive management styles? new elements of comparison","year":2025,"lang":"en","type":"article","venue":"Public Management Review","topic":"Global and Cross-Cultural Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Toronto Metropolitan University","funders":"European Commission","keywords":"Convergence (economics); Accounting; Business; Economics; Macroeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00140204,0.0002125407,0.0005855269,0.0001827849,0.000186904,0.00007204078,0.001017798,0.0000405396,0.001214904],"category_scores_gemma":[0.0000771622,0.0001849839,0.0002096339,0.001700455,0.0002414845,0.000278509,0.0006180243,0.00007417638,0.00005478225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001447555,"about_ca_system_score_gemma":0.0000536378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008098677,"about_ca_topic_score_gemma":0.0002540723,"domain_scores_codex":[0.9971033,0.0001932663,0.0009977886,0.000409832,0.0008138504,0.0004819899],"domain_scores_gemma":[0.9985984,0.00002850146,0.0005331251,0.0004877553,0.0002136114,0.0001386371],"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":[0.000005536824,0.0001545101,0.002714506,0.005045762,0.0003252788,0.000002149677,0.0001295691,0.000001028489,9.899163e-7,0.6724945,0.1522261,0.1669001],"study_design_scores_gemma":[0.0003877864,0.00002477248,0.002609965,0.002524853,0.0003239175,4.084797e-8,0.003965321,0.000006996763,0.00001385282,0.003048517,0.9869373,0.0001566736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004163123,0.03399881,0.001648899,0.008912506,0.0003511971,0.002833872,0.000008562553,0.00007265706,0.9517572],"genre_scores_gemma":[0.4332248,0.4032116,0.005104085,0.004080668,0.00005945452,0.0003310622,0.00006327499,0.00001749103,0.1539076],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8347112,"threshold_uncertainty_score":0.9996981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.034510931940984,"score_gpt":0.3785421403265303,"score_spread":0.3440312083855463,"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."}}