{"id":"W2347636307","doi":"","title":"Empirical Analysis of Fraudulent Financial Affairs of Listed Companies","year":2010,"lang":"en","type":"article","venue":"Journal of Tianjin University of Commerce","topic":"Benford’s Law and Fraud Detection","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commission; Quarter (Canadian coin); Accounting; Sample (material); Business; Audit; China; Finance; Listed company; Empirical research; Benford's law; Financial ratio; Profit (economics); Economics; Law; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004253215,0.00009509233,0.0006824104,0.0004325809,0.00005636702,0.000003955592,0.000334987,0.0001451262,0.0002579555],"category_scores_gemma":[0.0001969341,0.00009418327,0.0005068047,0.0005088907,0.0001969695,0.0001246993,0.00006896729,0.0003426502,8.051069e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002849847,"about_ca_system_score_gemma":0.00008761578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001261303,"about_ca_topic_score_gemma":0.0008805653,"domain_scores_codex":[0.9989126,0.00008513679,0.0004842528,0.00007198023,0.0003437112,0.0001022798],"domain_scores_gemma":[0.9977285,0.0003184199,0.001147657,0.0002352838,0.0004942606,0.00007589794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01502844,0.01544714,0.5117763,0.003007243,0.02570066,0.0002978604,0.06817167,0.005669028,0.1454991,0.072726,0.08446263,0.05221388],"study_design_scores_gemma":[0.005786038,0.00209445,0.9198689,0.000354964,0.01054053,0.00006760781,0.01211529,0.005355444,0.01727117,0.008299485,0.01764468,0.0006014487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894249,0.0000185178,0.008254238,0.0002739927,0.0001969074,0.0000488986,0.00002213684,0.000005782391,0.00175465],"genre_scores_gemma":[0.9934347,0.00001293863,0.006377006,0.00001055348,0.00003671967,1.0165e-8,0.000001700528,0.000005028883,0.0001213854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4080926,"threshold_uncertainty_score":0.3840682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0396965428629867,"score_gpt":0.2894829637599151,"score_spread":0.2497864208969284,"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."}}