{"id":"W4400911120","doi":"10.1109/ic3se62002.2024.10593631","title":"Risk Management in Financial Institutions with Applied Machine Learning","year":2024,"lang":"en","type":"article","venue":"","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Financial management; Risk management; Computer science; Business; 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":[0.008629717,0.0005405222,0.0007590515,0.002013243,0.0006948059,0.002910068,0.001013337,0.001528629,0.002015148],"category_scores_gemma":[0.02243243,0.0003050702,0.0006942131,0.001845479,0.001853419,0.003471906,0.002241492,0.00175225,0.0002644009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002168937,"about_ca_system_score_gemma":0.001764662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003683909,"about_ca_topic_score_gemma":0.002191846,"domain_scores_codex":[0.9953544,0.002974715,0.0002180438,0.0004051399,0.0007545479,0.0002931684],"domain_scores_gemma":[0.9861777,0.0101376,0.001277716,0.0006672254,0.001397873,0.0003418553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002229735,0.0004437224,0.02877482,0.000300122,0.000243469,0.0003124464,0.0009486747,0.4688609,0.0006797605,0.2192574,0.002412023,0.2775437],"study_design_scores_gemma":[0.00001682699,0.00008288579,0.002345623,0.00005857925,0.00001980436,0.00005629376,0.0001686774,0.7978313,0.0003466067,0.1972649,0.001783814,0.00002477394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1583457,0.005587278,0.8103447,0.004513526,0.0001844199,0.0002741723,0.00009622703,0.0003898976,0.02026407],"genre_scores_gemma":[0.9210952,0.001357473,0.0744135,0.0001882224,0.000214893,0.0001178446,0.00004677686,0.00001901414,0.002547191],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008629717,"threshold_uncertainty_score":0.04563892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704964409077096,"score_gpt":0.2081003359592257,"score_spread":0.1910506918684547,"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."}}