{"id":"W3123690702","doi":"","title":"Environmental, Social, and Governance Criteria: Why Investors are Paying Attention","year":2017,"lang":"en","type":"article","venue":"National Bureau of Economic Research","topic":"Sustainable Finance and Green Bonds","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Business; Corporate governance; Portfolio; Asset (computer security); Investment (military); Investment strategy; Finance; Process (computing); Monetary economics; Economics; Market liquidity","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":[0.001467674,0.0001068523,0.0002810025,0.0001924597,0.000724284,0.0001855308,0.0003723527,0.0001218729,0.0003286143],"category_scores_gemma":[0.0002938234,0.0001357123,0.00007408566,0.0000416044,0.0004393599,0.0007288917,0.0002135595,0.000195392,0.0001649922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004871114,"about_ca_system_score_gemma":0.00004753948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009726712,"about_ca_topic_score_gemma":0.00006192917,"domain_scores_codex":[0.9987811,0.00002418301,0.0004063528,0.0003947543,0.00009708108,0.0002964909],"domain_scores_gemma":[0.9989983,0.00007987161,0.0005438676,0.0002676642,0.00005524317,0.00005503996],"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":[0.00002018038,0.00004351068,0.2653785,0.00004509349,0.0000304344,0.000002356371,0.0001060285,0.000005316258,0.00009118331,0.718421,0.0153272,0.0005291076],"study_design_scores_gemma":[0.0004438136,0.00003276489,0.5547761,0.00001304928,0.000001410472,0.000001714611,0.000174707,0.0003882483,0.0000452304,0.4296576,0.01433885,0.0001264806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9313559,0.001324974,0.00001233385,0.006422656,0.0001903422,0.0002058872,0.0001929759,0.000007596143,0.06028736],"genre_scores_gemma":[0.9967068,0.0006350898,0.00008293648,0.0001092025,0.0002129007,0.00003583077,0.00002013671,0.00001765465,0.002179439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2893976,"threshold_uncertainty_score":0.557068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2936532554746996,"score_gpt":0.4272767364524567,"score_spread":0.1336234809777571,"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."}}