{"id":"W4285257092","doi":"10.2139/ssrn.4146673","title":"Comparative Analysis of Environmental, Social, and Governance Disclosures","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Corporate governance; Environmental planning; Business; Accounting; Political science; Geography; 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":[0.008722299,0.0001163335,0.0002299268,0.002209635,0.0006497827,0.002718728,0.0006412446,0.0006875411,0.01035064],"category_scores_gemma":[0.05920721,0.00008415783,0.0002773083,0.002711397,0.0007518725,0.001616612,0.0009023521,0.0006752358,0.0005408677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128545,"about_ca_system_score_gemma":0.001102939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003714405,"about_ca_topic_score_gemma":0.006685719,"domain_scores_codex":[0.9933764,0.00358741,0.0004668717,0.0002016363,0.001756222,0.0006114783],"domain_scores_gemma":[0.9035246,0.06835739,0.01477659,0.002755785,0.009492174,0.001093525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005457116,0.000883019,0.7881335,0.000549375,0.0004883689,0.001126478,0.006895699,0.003658334,0.002885865,0.07830209,0.008323912,0.1032962],"study_design_scores_gemma":[0.0001465963,0.0008217681,0.9485464,0.0001866054,0.0004253319,0.0005423449,0.01060896,0.003552767,0.002810772,0.007799954,0.02451221,0.00004647316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9658143,0.001291179,0.0004490363,0.001165502,0.00004341582,0.00004898939,0.0007640339,0.00001497609,0.03040862],"genre_scores_gemma":[0.9970362,0.0002743967,0.0001026033,0.00005474854,0.00002487719,0.000008639277,0.0003759267,0.000002517177,0.0021202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01035064,"threshold_uncertainty_score":0.04612851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.017865139460995,"score_gpt":0.2580740639644452,"score_spread":0.2402089245034502,"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."}}