{"id":"W4382243096","doi":"10.22495/cocv20i3siart3","title":"Sustainability, corporate governance, and firm performance: Evidence from emerging markets","year":2023,"lang":"en","type":"article","venue":"Corporate Ownership and Control","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association of Universities and Colleges of Canada; University of Prince Edward Island","funders":"American University in Cairo","keywords":"Emerging markets; Corporate governance; Sustainability; Index (typography); Accounting; Return on assets; Business; Tobin's q; Enterprise value; Environmental Sustainability Index; Sample (material); Diversity (politics); Pillar; Sustainability reporting; Finance","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":[0.002266416,0.0002146334,0.0003012128,0.001216664,0.0005082905,0.001322881,0.0003902687,0.0004109006,0.002207765],"category_scores_gemma":[0.006760228,0.0001049308,0.000343219,0.001936062,0.0008389753,0.001491499,0.001147979,0.0007948129,0.0002619215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003428549,"about_ca_system_score_gemma":0.0003909341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01000887,"about_ca_topic_score_gemma":0.01320877,"domain_scores_codex":[0.9992996,0.0002410466,0.00005262052,0.0001006346,0.0001352239,0.0001707668],"domain_scores_gemma":[0.9793664,0.005121629,0.01227761,0.0005057036,0.001136727,0.001591954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000824102,0.0001221163,0.9933254,0.00001542234,0.0000671845,0.0002129783,0.0003315865,0.0001587868,0.00005146295,0.0004019427,0.0003404766,0.004890325],"study_design_scores_gemma":[0.000006949274,0.00006942746,0.9974491,0.00001763025,0.00002889705,0.00007746523,0.001007831,0.0004560917,0.00006302782,0.0001845423,0.0006345951,0.000004377656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970756,0.0008618396,0.00008443576,0.0003564229,0.000007297107,0.000005228233,0.0001761779,0.000001353002,0.00143162],"genre_scores_gemma":[0.9992354,0.0003688085,0.00001910234,0.00003376205,0.00002139111,0.000001731346,0.0001754878,0.000001003595,0.0001432346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01000887,"threshold_uncertainty_score":0.01990122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04560796360668037,"score_gpt":0.2500358778332029,"score_spread":0.2044279142265225,"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."}}