{"id":"W2783430853","doi":"10.2469/cfm.v28.n4.5","title":"The Big Recalibration","year":2017,"lang":"en","type":"article","venue":"CFA Magazine","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Business","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":[0.008371016,0.001217812,0.0008055856,0.002347196,0.006503059,0.01406631,0.002062558,0.005027782,0.03694356],"category_scores_gemma":[0.03106363,0.0005705329,0.0009153744,0.001880334,0.0135238,0.01561832,0.007830367,0.01325027,0.02028548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005340745,"about_ca_system_score_gemma":0.005417013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006104325,"about_ca_topic_score_gemma":0.008015458,"domain_scores_codex":[0.9895017,0.003316725,0.0003920172,0.001764352,0.003995207,0.001030094],"domain_scores_gemma":[0.983601,0.003629331,0.0005467663,0.005106432,0.005206609,0.001909897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000598229,0.00002388533,0.0004550295,0.00009361486,0.00002163312,0.0001251559,0.00240679,0.0001033904,0.0004593148,0.1790722,0.7538829,0.0632963],"study_design_scores_gemma":[0.000004419264,0.0000086406,0.0003180227,0.00008271565,0.000004683091,0.0001099792,0.0009151519,0.00007853745,0.0001714654,0.02841697,0.969874,0.00001542957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008107181,0.02561164,0.01562202,0.5818039,0.06589785,0.00005500816,0.0006710658,0.001938587,0.3002928],"genre_scores_gemma":[0.1707753,0.01448505,0.01164487,0.3446256,0.02481179,0.0001505186,0.0008883704,0.003802435,0.4288162],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03694356,"threshold_uncertainty_score":0.1235885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04290137069890527,"score_gpt":0.2324192066718577,"score_spread":0.1895178359729524,"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."}}