{"id":"W2118530833","doi":"10.5539/ibr.v6n1p1","title":"Operational Risk Management for Insurers","year":2012,"lang":"en","type":"article","venue":"International Business Research","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operational risk; Business; Solvency; Underwriting; Risk management; Enterprise risk management; Operational risk management; Risk analysis (engineering); Revenue; Corporate governance; Actuarial science; Credit risk; Finance","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001888821,0.00009088558,0.0001342924,0.0004951732,0.0002492616,0.000119745,0.0003895251,0.00005197069,0.0004411608],"category_scores_gemma":[0.0002973073,0.0001013763,0.00006412827,0.0004164196,0.00006122992,0.0004834476,0.0001461147,0.000139927,0.001337174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001867968,"about_ca_system_score_gemma":0.00001290811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002225594,"about_ca_topic_score_gemma":0.000008586499,"domain_scores_codex":[0.9987885,0.00001623109,0.0003358902,0.000258348,0.0001790378,0.0004220402],"domain_scores_gemma":[0.9992155,0.00007397901,0.00009561764,0.0001907395,0.0003673164,0.00005677722],"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":[0.00005435384,0.0001769739,0.2140017,0.0000268845,0.000085854,0.00000132958,0.0001242097,0.0001548273,0.000002532089,0.7672327,0.01162523,0.006513441],"study_design_scores_gemma":[0.0003758364,0.000009170837,0.4249889,0.000007610126,0.000001513958,5.489764e-7,0.0000371384,0.0002602492,0.00001176389,0.02772491,0.5464906,0.00009176046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1502747,0.003044148,0.1375625,0.006633826,0.007181809,0.001910399,0.00107781,0.00008503962,0.6922297],"genre_scores_gemma":[0.9869177,0.001082872,0.003788053,0.0001799525,0.0008861964,0.0003885571,0.0001013904,0.00002105488,0.006634226],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.836643,"threshold_uncertainty_score":0.9994404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08767363203552328,"score_gpt":0.3368327318395301,"score_spread":0.2491590998040068,"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."}}