{"id":"W4408872520","doi":"10.1016/j.jpubeco.2026.105700","title":"Are Elites Meritocratic and Efficiency-Seeking? Evidence from MBA Students","year":2025,"lang":"en","type":"article","venue":"Journal of Public Economics","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Cornell University","keywords":"Meritocracy; Psychology; Political science; Social psychology; Mathematics education; Sociology; Law","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":[0.005660612,0.0002148351,0.0006527798,0.001446723,0.002315543,0.003626301,0.00083035,0.001915185,0.01029874],"category_scores_gemma":[0.0246626,0.0002886064,0.0001921612,0.001666756,0.002173236,0.001499943,0.001939555,0.001604092,0.001266892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009276421,"about_ca_system_score_gemma":0.00142944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01524394,"about_ca_topic_score_gemma":0.02199447,"domain_scores_codex":[0.9967266,0.001086083,0.0001130492,0.0002536853,0.000615191,0.001205366],"domain_scores_gemma":[0.9595425,0.01722552,0.01145647,0.001236097,0.004233838,0.006305619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000825455,0.001745531,0.9577891,0.00009973048,0.0001109659,0.0003280737,0.01567796,0.0000599799,0.000372066,0.002872545,0.002463477,0.01765514],"study_design_scores_gemma":[0.0001422768,0.0006490153,0.9578557,0.0001102019,0.000105223,0.0001183685,0.03576132,0.0001387596,0.0002837883,0.001365453,0.003449066,0.00002076417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996426,0.0001794985,0.00002085819,0.0008276353,0.00001040769,0.00000721465,0.0000392254,5.674286e-7,0.002488536],"genre_scores_gemma":[0.9985109,0.0001229658,0.0000115482,0.0002624003,0.00002201274,0.00000560542,0.00003720154,0.00000105894,0.001026274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01524394,"threshold_uncertainty_score":0.03445268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05602793269263981,"score_gpt":0.3385661852235649,"score_spread":0.2825382525309251,"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."}}