{"id":"W3201460606","doi":"10.2139/ssrn.3920988","title":"Sustainable Systematic Credit","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Credit Risk and Financial Regulations","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadian Seaplants (Canada)","funders":"","keywords":"Bond; Business; Sustainability; Credit risk; Equity (law); Corporate governance; Asset allocation; Portfolio; Issuer; Volatility (finance); Economics; Financial economics; Monetary economics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001761069,0.0003027378,0.0002853285,0.001072417,0.0009180388,0.003278863,0.0004919176,0.001931827,0.03110758],"category_scores_gemma":[0.007816007,0.0001880397,0.0002662958,0.0009262838,0.002119263,0.002272284,0.002267702,0.00156929,0.006035788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001648192,"about_ca_system_score_gemma":0.005402722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002621333,"about_ca_topic_score_gemma":0.006057292,"domain_scores_codex":[0.9989666,0.0002194115,0.00003748622,0.000171986,0.0004818757,0.0001226762],"domain_scores_gemma":[0.9970219,0.000455327,0.00037804,0.0009139823,0.0008778716,0.0003528632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001998248,0.0000459121,0.002228189,0.00005320226,0.00001900645,0.00005282062,0.0001922383,0.001610006,0.0003491896,0.8555698,0.06653903,0.07332059],"study_design_scores_gemma":[0.00001761004,0.00002960565,0.002553314,0.0001340577,0.00000861175,0.0000760485,0.0001735564,0.001750434,0.0004418536,0.710919,0.2838849,0.00001113142],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03798187,0.0029856,0.02482969,0.03337672,0.0007677768,0.0001075619,0.0007742621,0.0005055132,0.898671],"genre_scores_gemma":[0.693956,0.002845082,0.005370006,0.005143986,0.0006134804,0.0001399764,0.000529739,0.0001718116,0.29123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03110758,"threshold_uncertainty_score":0.1040652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036197312076342,"score_gpt":0.2043314126330338,"score_spread":0.1939694395122703,"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."}}