{"id":"W4408956742","doi":"10.1111/1468-4446.13203","title":"Varieties of Economic Elites? Preliminary Results From the World Elite Database (WED)","year":2025,"lang":"en","type":"article","venue":"British Journal of Sociology","topic":"Elite Sociology and Global Capitalism","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Economic and Social Research Council; Academy of Finland; Centre National de la Recherche Scientifique; Leverhulme Trust; London School of Economics and Political Science","keywords":"Elite; Dual (grammatical number); Power (physics); Sociology; Economic power; Position (finance); Database; Dual purpose; Economic analysis; Economics; Political science; Law; Computer science; Linguistics; Engineering; Politics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01128179,0.0002441008,0.000688138,0.008635605,0.001198409,0.004259052,0.001251309,0.0007860879,0.01409354],"category_scores_gemma":[0.05391856,0.0003017509,0.0004385708,0.01209563,0.000667636,0.003525577,0.004248113,0.0006932948,0.003065638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001387365,"about_ca_system_score_gemma":0.001352306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01980376,"about_ca_topic_score_gemma":0.01451577,"domain_scores_codex":[0.9916938,0.002847426,0.001274956,0.001095525,0.001753429,0.001334777],"domain_scores_gemma":[0.948094,0.02720279,0.006694575,0.006534281,0.00793992,0.00353452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00121285,0.0003855886,0.87115,0.0008472887,0.0001639208,0.0002120504,0.01439655,0.0003936836,0.0002520703,0.01004905,0.03733625,0.06360072],"study_design_scores_gemma":[0.0001848583,0.0001694825,0.8863122,0.0003831045,0.0001170001,0.000205286,0.02863385,0.001079846,0.0004159633,0.003273687,0.0791769,0.00004778213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8295407,0.001512874,0.002088746,0.001339651,0.00008356736,0.0008846503,0.1338876,0.00008990068,0.03057228],"genre_scores_gemma":[0.8566782,0.0006938103,0.002776401,0.0004593085,0.00007589877,0.001149858,0.1317501,0.00005918798,0.006357451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01980376,"threshold_uncertainty_score":0.05966449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171457517785189,"score_gpt":0.3133536814401848,"score_spread":0.2962079296616659,"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."}}