{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007444982,0.0006475624,0.0004650321,0.001225489,0.0006049114,0.002752255,0.0004487652,0.0008692925,0.03712309],"category_scores_gemma":[0.003705332,0.0002565222,0.000623459,0.001862171,0.0006062352,0.002261064,0.0009400571,0.001812111,0.002679129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002598799,"about_ca_system_score_gemma":0.00170303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01095205,"about_ca_topic_score_gemma":0.00919779,"domain_scores_codex":[0.9992706,0.00005708693,0.000037268,0.0002194471,0.0002109599,0.0002046193],"domain_scores_gemma":[0.998262,0.0004926682,0.0003423551,0.0001997313,0.0005134568,0.000189733],"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":[0.0002987374,0.0001847459,0.02904157,0.0004953812,0.0002346332,0.0007718141,0.000688163,0.02248944,0.003665706,0.7349555,0.03798357,0.1691907],"study_design_scores_gemma":[0.0001261554,0.000318418,0.1602359,0.0004233935,0.0002193884,0.0009791662,0.001486287,0.01017346,0.009075196,0.2569006,0.5599105,0.0001514566],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2888826,0.00612732,0.009538941,0.006987322,0.0005063647,0.0001516478,0.003139091,0.0005473066,0.6841194],"genre_scores_gemma":[0.9274203,0.002207605,0.00129049,0.0005517322,0.0002407043,0.0000435839,0.001043363,0.0001432938,0.06705894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03712309,"threshold_uncertainty_score":0.1241891,"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."}}