{"id":"W4241386163","doi":"10.2139/ssrn.3448637","title":"Decarbonization Factors","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Sustainable Finance and Green Bonds","field":"Economics, Econometrics and Finance","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"TD Bank Group","funders":"","keywords":"Portfolio; Climate change; Carbon fibers; Monetary economics; Institutional investor; Economics; Business; Financial economics; Corporate governance; Finance; Materials 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007989693,0.0001166921,0.0002190421,0.0002054208,0.0001001483,0.0000594077,0.0002083841,0.00008193847,0.0002921132],"category_scores_gemma":[0.00004809625,0.0001220867,0.0001076194,0.0002740283,0.0000135733,0.0003320598,0.000023079,0.0007151574,0.000751834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007806915,"about_ca_system_score_gemma":0.000344674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001108289,"about_ca_topic_score_gemma":0.00006730395,"domain_scores_codex":[0.9979326,0.000008792983,0.0003288877,0.0002070808,0.00004031141,0.001482399],"domain_scores_gemma":[0.999474,0.00001623673,0.0002448053,0.0001813091,0.00003840998,0.0000452652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005586856,0.00001472448,0.361724,0.000002673678,0.00002896202,6.200975e-7,0.00008727601,0.00004951651,0.000004138056,0.6372022,0.00004284718,0.0008374128],"study_design_scores_gemma":[0.0006911264,0.0002413194,0.0539921,0.000007025482,0.000004947845,0.00004367035,0.001314458,0.0003317947,0.0000327186,0.9152153,0.02785009,0.00027543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740272,0.004346057,0.005146441,0.0003020798,0.0004168206,0.00009889762,0.000003583804,0.00002447112,0.01563449],"genre_scores_gemma":[0.9810136,0.001466377,0.0000252601,0.00007902952,0.0001211694,0.000001846101,0.000006322323,0.00002411578,0.01726231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3077319,"threshold_uncertainty_score":0.9663556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00854986089865882,"score_gpt":0.1870721481260375,"score_spread":0.1785222872273787,"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."}}