{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002323183,0.0000891422,0.00009773861,0.0002932488,0.0003687065,0.0006428176,0.0001153948,0.00004046914,0.000022483],"category_scores_gemma":[0.001051117,0.00008564228,0.00003596514,0.00102214,0.000195081,0.001173965,0.000171651,0.000441314,0.0002858899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007694044,"about_ca_system_score_gemma":0.00005906492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003637356,"about_ca_topic_score_gemma":0.00002611125,"domain_scores_codex":[0.9986012,0.00003563243,0.0002000082,0.0003435812,0.0004336063,0.0003859845],"domain_scores_gemma":[0.9994098,0.0001854758,0.0000706085,0.0001844411,0.0001397141,0.000009959628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007719667,0.00002473953,0.2749587,0.00120955,0.00002424984,0.0002433512,0.0003589347,0.0001019171,0.00747143,0.01160804,0.02921226,0.6747096],"study_design_scores_gemma":[0.000225693,0.00002398328,0.5112211,0.0005535669,0.00001891816,0.000011068,0.0001723016,0.05012019,0.0004372894,0.009411682,0.4274347,0.0003695357],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903991,0.0002623036,0.0001543105,0.005873898,0.0001900639,0.0002201243,0.000001015706,0.0001206515,0.002778555],"genre_scores_gemma":[0.9979227,0.0001567107,0.0000806967,0.0003284574,0.0008437485,0.00003136682,0.00000513999,0.00001950149,0.0006116426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6743401,"threshold_uncertainty_score":0.6198705,"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."}}