{"id":"W3162021","doi":"","title":"Fraud risk factors and auditing standards : an integrated identification of a fraud risk management model","year":2008,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Business; Risk management; Risk assessment; Identification (biology); Risk analysis (engineering); Accounting; Audit risk; Internal control; Actuarial science; Computer security; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.002762325,0.00007450581,0.0002294789,0.0001279241,0.0004568569,0.00001634404,0.000214174,0.00005535041,0.00009355503],"category_scores_gemma":[0.0002761006,0.00005176325,0.0000433052,0.0001028768,0.0002606703,0.0001752171,0.00003412577,0.0001808158,0.00000290187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000121942,"about_ca_system_score_gemma":0.0001951739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450055,"about_ca_topic_score_gemma":0.000863407,"domain_scores_codex":[0.9986328,0.0003557819,0.0005668812,0.00007911537,0.0002231123,0.0001423431],"domain_scores_gemma":[0.9984429,0.0001368468,0.001053134,0.0001024875,0.0001908439,0.00007371273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001735616,0.00009632634,0.8220592,0.00001966791,0.0002412174,0.00000265976,0.1181413,0.004501493,0.00002637893,0.004306991,0.0008733199,0.04955781],"study_design_scores_gemma":[0.003599145,0.0003943038,0.6362155,0.0002613293,0.000504115,0.0005351551,0.2663301,0.05110089,0.000245113,0.01846213,0.02161441,0.0007378589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97729,0.00009362389,0.02150228,0.0001568096,0.0002348822,0.00007588172,0.00001718829,0.000009557961,0.0006197934],"genre_scores_gemma":[0.9878948,0.01118544,0.0007696625,0.00001059444,0.000004557489,7.949861e-7,0.000001008729,0.000004928261,0.0001281934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1858437,"threshold_uncertainty_score":0.351382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0249509387587726,"score_gpt":0.2884749130858836,"score_spread":0.263523974327111,"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."}}