{"id":"W3161631297","doi":"10.2139/ssrn.3700568","title":"Credit Ratings Quality in Uncertain Times","year":2020,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Market Dynamics and Volatility","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College Saint-Jean; University of Alberta; Saint Mary's University; Dalhousie University","funders":"","keywords":"Quality (philosophy); Business; Actuarial science; Credit rating; Econometrics; Economics; Statistics; Mathematics; Philosophy","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":[0.003887978,0.0001817998,0.0005666008,0.001058759,0.0003013823,0.002982679,0.0004894534,0.001235454,0.006248734],"category_scores_gemma":[0.06039861,0.0002766494,0.0002762601,0.001229782,0.0006392426,0.002740036,0.0005000729,0.001274228,0.0006560261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007919887,"about_ca_system_score_gemma":0.0002464673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005738489,"about_ca_topic_score_gemma":0.004025366,"domain_scores_codex":[0.9986643,0.0005041978,0.0001397244,0.0002448117,0.0002796715,0.0001672853],"domain_scores_gemma":[0.9539496,0.02618582,0.01209569,0.00156764,0.003893184,0.002308128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002519749,0.0002813642,0.798971,0.0001867828,0.0003301137,0.001006159,0.001389593,0.07689022,0.002420338,0.0526394,0.008834709,0.05453059],"study_design_scores_gemma":[0.00006110954,0.0002523088,0.6926588,0.00004077674,0.00007923834,0.0004184515,0.0008306951,0.2365816,0.0006835005,0.06672147,0.001580007,0.00009215296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844483,0.0008819379,0.007602581,0.001939695,0.0000735681,0.00001464047,0.00061351,0.00005017406,0.004375623],"genre_scores_gemma":[0.9989266,0.0000878389,0.0001612674,0.00002109103,0.00005102732,0.000001564016,0.0001174113,0.000005801786,0.0006273619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006248734,"threshold_uncertainty_score":0.02090412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02693007757822745,"score_gpt":0.2505831937771331,"score_spread":0.2236531161989056,"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."}}