{"id":"W4249867824","doi":"10.2139/ssrn.1985005","title":"Corporate Environmental Risk Exposure and Analyst Behaviour","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Business; Risk analysis (engineering); Accounting; Actuarial science","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":[0.0009273837,0.00009920361,0.0001125259,0.0006889773,0.000269064,0.001253087,0.0001835438,0.0008595568,0.004124248],"category_scores_gemma":[0.01296059,0.0001434433,0.0002122536,0.0004568005,0.0002750349,0.0006993659,0.0004083521,0.0006275615,0.0004457076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002063359,"about_ca_system_score_gemma":0.0002176369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00245927,"about_ca_topic_score_gemma":0.005050487,"domain_scores_codex":[0.9995277,0.0002000057,0.00003630836,0.00005399611,0.0001144786,0.00006750157],"domain_scores_gemma":[0.9792243,0.01210825,0.006015506,0.0004973526,0.0006657511,0.001488984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002242428,0.0002542298,0.9927038,0.000006664592,0.00004718087,0.0001369552,0.0009239369,0.0003470851,0.0005639829,0.0002356676,0.0001217609,0.004434477],"study_design_scores_gemma":[0.000005658826,0.0001542379,0.9960058,0.000006814685,0.000020737,0.0002239137,0.001382708,0.001092161,0.0001843203,0.0005686414,0.0003430908,0.00001180885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998823,0.00005542241,0.00004089742,0.00008165435,0.000001641814,0.000001366168,0.00001407118,0.000001379519,0.0009805781],"genre_scores_gemma":[0.9994306,0.00004051136,0.00002991174,0.00001874569,0.000005203441,8.114803e-7,0.00002250672,0.000001185244,0.000450456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004124248,"threshold_uncertainty_score":0.01379699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009275523825592616,"score_gpt":0.1875388394383545,"score_spread":0.1782633156127619,"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."}}