{"id":"W2087124519","doi":"10.3390/jrfm7040150","title":"Exact Fit of Simple Finite Mixture Models","year":2014,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Credit Risk and Financial Regulations","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mixture model; Portfolio; Econometrics; Simple (philosophy); Mixture distribution; Mathematics; Distribution (mathematics); Statistics; Computer science; Economics; Probability density function; Financial economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007394366,0.000130804,0.0004750027,0.0003459445,0.0001072321,0.00003021234,0.0001756138,0.00008872139,0.00003614525],"category_scores_gemma":[0.0002216121,0.0001301996,0.0001831594,0.0002368707,0.00005667473,0.0002258669,0.00006745796,0.0001784895,0.000009956867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002586127,"about_ca_system_score_gemma":0.00001128182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006493922,"about_ca_topic_score_gemma":0.00002123287,"domain_scores_codex":[0.9987254,0.00001711244,0.0008270448,0.0001688342,0.000076585,0.0001849936],"domain_scores_gemma":[0.998669,0.00009014228,0.0008959088,0.0001954974,0.00007016334,0.00007928818],"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":[0.0001073856,0.0001717948,0.04603766,0.00007174606,0.0000415912,0.000009409562,0.0007863464,0.007864343,0.000002502201,0.7233075,0.003027594,0.2185721],"study_design_scores_gemma":[0.0009506638,0.0002199339,0.3032531,0.00004207425,0.00004416005,0.000003707444,0.00005293867,0.005544125,0.00001046696,0.3321137,0.3575802,0.0001849604],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4340132,0.002569621,0.5545635,0.0001193014,0.0005804839,0.0001508126,0.0001305725,0.000008749849,0.007863726],"genre_scores_gemma":[0.9924259,0.004069854,0.002952553,0.00003167364,0.0003265578,0.000002505544,0.000002997283,0.00001255231,0.0001754089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5584127,"threshold_uncertainty_score":0.5309385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783499696706587,"score_gpt":0.210273137443176,"score_spread":0.1924381404761101,"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."}}