{"id":"W3096997396","doi":"10.2139/ssrn.3722958","title":"Global Investor-Director Survey on Climate Risk Management","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Sustainable Finance and Green Bonds","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for International Governance Innovation; Institute on Governance","funders":"","keywords":"Business; Corporate governance; Climate change; Institutional investor; Accounting; Proxy (statistics); Risk management; Climate risk; Survey data collection; Public relations; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002184342,0.0002111358,0.0003586733,0.0001124671,0.0002601111,0.0000929322,0.0003994465,0.00008489362,0.0000936784],"category_scores_gemma":[0.0001539768,0.0002306887,0.000163526,0.0005714946,0.00003312666,0.0001890226,0.00007936462,0.0009126436,0.0008754468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00132507,"about_ca_system_score_gemma":0.0002092066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005279772,"about_ca_topic_score_gemma":0.0008022156,"domain_scores_codex":[0.9967319,0.00006213481,0.0005120249,0.000417456,0.00007905395,0.002197454],"domain_scores_gemma":[0.9991143,0.00002774057,0.0004310132,0.0002266101,0.00003733662,0.0001630291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000119294,0.00004212366,0.4592674,0.000009758584,0.0001376498,0.00001359335,0.00004887526,0.0001248121,7.515087e-8,0.5337523,0.002118554,0.004365573],"study_design_scores_gemma":[0.001428881,0.0007669242,0.5855842,0.0000129492,0.00002018291,0.00002161585,0.0004051609,0.0002665808,0.000002278599,0.3580273,0.05302011,0.0004438277],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9392824,0.01007689,0.004767617,0.002301756,0.000659442,0.0003312677,0.0004544301,0.0001133257,0.04201283],"genre_scores_gemma":[0.9793949,0.01810353,0.0001060389,0.0009891527,0.0002897631,0.000007296063,0.00001751696,0.00003067711,0.001061139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.175725,"threshold_uncertainty_score":0.9999025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281885436770785,"score_gpt":0.2203603666926116,"score_spread":0.1975415123249037,"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."}}