{"id":"W4393195340","doi":"10.1016/j.frl.2024.105311","title":"ESG performance and litigation risk","year":2024,"lang":"en","type":"article","venue":"Finance research letters","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Business; Corporate governance; Corporate social responsibility; Control (management); Accounting; Litigation risk analysis; Social responsibility; Finance; Economics; Public relations; Management; Audit","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":[0.004813,0.0002170298,0.0002768861,0.002849697,0.000886981,0.006952004,0.0004815185,0.003344752,0.01927525],"category_scores_gemma":[0.04687433,0.0001107218,0.0003059309,0.002780663,0.001607425,0.00248471,0.001741949,0.002032941,0.003115503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002651546,"about_ca_system_score_gemma":0.00184482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004848745,"about_ca_topic_score_gemma":0.005188209,"domain_scores_codex":[0.9957983,0.001395234,0.0002362668,0.0002015992,0.001421319,0.0009473728],"domain_scores_gemma":[0.9657729,0.01505925,0.008060434,0.00126589,0.00533444,0.0045071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001127648,0.0008536587,0.4630553,0.00009322765,0.0001877586,0.001858711,0.00330542,0.01075343,0.0006860518,0.2885428,0.08798551,0.1415506],"study_design_scores_gemma":[0.0001065204,0.0008559428,0.6310217,0.0003826721,0.0001292786,0.002179282,0.008852413,0.0158305,0.001097165,0.2601062,0.07930636,0.0001319073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6382288,0.003576315,0.001793942,0.04766583,0.0005092009,0.00003808527,0.00105261,0.0001338538,0.3070013],"genre_scores_gemma":[0.9837492,0.0004906718,0.0001403471,0.0007280371,0.0002492249,0.000007174423,0.0001991589,0.00002431404,0.01441191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01927525,"threshold_uncertainty_score":0.06448215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04705742347177411,"score_gpt":0.312640891967317,"score_spread":0.2655834684955429,"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."}}