{"id":"W3123623301","doi":"","title":"Environmental Incidents in a Developing Country and Corporate Environmental Disclosures: A Study of a Multinational Gas Company","year":2009,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Natural Resources and Economic Development","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multinational corporation; Liability; Accounting; Business; Environmental reporting; Fossil fuel; Petroleum industry; Finance; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000964509,0.0001602918,0.0003373138,0.0002364469,0.0001103004,0.0000396607,0.0001793484,0.00005502266,0.00003970987],"category_scores_gemma":[0.00001473031,0.000171896,0.00004074932,0.00008335081,0.00003927124,0.0002100888,0.00005762445,0.0005460657,0.00001805022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001371826,"about_ca_system_score_gemma":0.0001062093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007333157,"about_ca_topic_score_gemma":0.0003270793,"domain_scores_codex":[0.9981008,0.00002208486,0.0007378352,0.0002702807,0.00008126946,0.0007877338],"domain_scores_gemma":[0.9992239,0.00002206857,0.0006041132,0.00008791121,0.000002716463,0.00005931368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009270168,0.0005668552,0.9681137,0.000003663252,0.0001109308,0.000008645544,0.00241604,0.00009022692,0.00005532068,0.01929574,0.000007142508,0.009239062],"study_design_scores_gemma":[0.002719494,0.0003993237,0.9115216,0.0000176488,0.000005719188,0.000106981,0.005020759,0.0007781048,0.000005941222,0.07865301,0.0005214123,0.0002500164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965742,0.002727232,0.000129666,0.0001586143,0.00006124572,0.0002134117,0.00002098907,0.000003908484,0.000110701],"genre_scores_gemma":[0.9967758,0.002831879,0.0001179074,0.00009254933,0.00003296948,0.000004547995,0.00001061028,0.00001111773,0.0001225894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05935727,"threshold_uncertainty_score":0.7009714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132910461085091,"score_gpt":0.1982168232829635,"score_spread":0.1849257771744544,"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."}}