{"id":"W4234325879","doi":"10.17762/de.vi.1873","title":"Under Publication Process","year":2021,"lang":"en","type":"article","venue":"Design Engineering","topic":"Benford’s Law and Fraud Detection","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Computer science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02634221,0.001885837,0.005564861,0.01005842,0.008285993,0.03106401,0.004488048,0.02293828,0.5889284],"category_scores_gemma":[0.2307689,0.001986075,0.002957236,0.006315924,0.003522086,0.01343246,0.009863171,0.01159948,0.7307146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004689577,"about_ca_system_score_gemma":0.01691005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002042026,"about_ca_topic_score_gemma":0.002556378,"domain_scores_codex":[0.9580152,0.005875464,0.00307256,0.004715744,0.02389339,0.004427707],"domain_scores_gemma":[0.7869698,0.0319689,0.006648532,0.04331879,0.1176164,0.01347764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002081946,0.0001451155,0.0004108737,0.00019279,0.00002903004,0.000148713,0.0001530517,0.0000657712,0.0004094662,0.02404459,0.9357465,0.03844605],"study_design_scores_gemma":[0.00009845137,0.00007338667,0.0007125732,0.0002040413,0.00002157046,0.0001084996,0.0001257722,0.0004214091,0.0007394539,0.009932133,0.9875173,0.00004548064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003141015,0.001647654,0.01667419,0.05765292,0.07314917,0.006409443,0.01160694,0.008371771,0.821347],"genre_scores_gemma":[0.009228751,0.000564869,0.002110875,0.008366873,0.006760394,0.002310332,0.003239604,0.001623449,0.9657948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5889284,"threshold_uncertainty_score":0.5863438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06746060679531742,"score_gpt":0.2834409285080774,"score_spread":0.21598032171276,"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."}}