{"id":"W4415406364","doi":"10.1108/jaee-02-2025-0058","title":"Do women on corporate boards enhance biodiversity disclosure? Evidence from South Africa","year":2025,"lang":"en","type":"article","venue":"Journal of Accounting in Emerging Economies","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Gender diversity; Endogeneity; Biodiversity; Corporate governance; Sustainability; Legitimacy; Diversity (politics); Panel data","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003234654,0.0002508267,0.0005930238,0.0008619105,0.0002611876,0.0006724604,0.0005355653,0.0001031985,0.0001422329],"category_scores_gemma":[0.003539272,0.0002477857,0.0001874482,0.0008185068,0.0001050738,0.002310246,0.0003243649,0.0004551866,0.00007534698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005056136,"about_ca_system_score_gemma":0.000228823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003124484,"about_ca_topic_score_gemma":0.0001206592,"domain_scores_codex":[0.9976526,0.0000411833,0.001177675,0.0003855175,0.0003123709,0.0004306576],"domain_scores_gemma":[0.9954101,0.0004425114,0.003409382,0.0003068865,0.0004094596,0.00002161595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004797754,0.0000706674,0.9889384,0.0001070467,0.00009154624,0.00005180362,0.00205252,0.001556386,0.0005753353,0.0002101208,0.001629408,0.004237013],"study_design_scores_gemma":[0.001614931,0.00007066986,0.9113027,0.00317492,0.0001943747,0.000002283754,0.01880278,0.001947921,0.0007948551,0.04084918,0.02022257,0.001022793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942723,0.0002943159,0.00008467409,0.001760757,0.00124288,0.0001340017,0.000004077328,0.00004162133,0.002165373],"genre_scores_gemma":[0.9984917,0.00002981705,0.000181833,0.0004251115,0.0005828239,0.000004402691,0.000001290015,0.00001330305,0.0002697395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07763566,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03526073062900482,"score_gpt":0.2591655374205413,"score_spread":0.2239048067915365,"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."}}