{"id":"W4392125944","doi":"10.53106/256299802023120501005","title":"Uncertaity in Auditing","year":2023,"lang":"en","type":"article","venue":"International Journal of Computer Auditing","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Accounting; Business; Certification; Duty; Scope (computer science); External auditor; Financial Audit; Generally Accepted Auditing Standards; Control (management); Internal audit; Public interest; Law; Political science; Economics; Management; Accounting information system; Financial accounting","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":[],"consensus_categories":[],"category_scores_codex":[0.03161228,0.0003315728,0.0004036404,0.002686175,0.00485503,0.01646774,0.001787484,0.003680463,0.01138233],"category_scores_gemma":[0.1206578,0.0004046952,0.000395986,0.002718583,0.02143425,0.009672153,0.009946872,0.008480718,0.003400017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006649476,"about_ca_system_score_gemma":0.009687964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01033977,"about_ca_topic_score_gemma":0.01125662,"domain_scores_codex":[0.9232329,0.03222893,0.003491081,0.005858971,0.03191282,0.00327535],"domain_scores_gemma":[0.8631393,0.05494125,0.01620519,0.02400237,0.03491728,0.006794591],"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":[0.00006493332,0.00005374553,0.009002069,0.000212393,0.00002442987,0.0002353835,0.007013862,0.0006581905,0.0003879167,0.7302224,0.08440765,0.1677171],"study_design_scores_gemma":[0.0000187256,0.00004915072,0.006235672,0.001331375,0.00001864423,0.0007573528,0.003227754,0.001664217,0.001041689,0.2546479,0.7309343,0.00007311559],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0247671,0.02743017,0.02302746,0.2748303,0.005066606,0.00009407547,0.000116807,0.0003422642,0.6443252],"genre_scores_gemma":[0.6787902,0.01148706,0.009760758,0.06976162,0.003821426,0.0001799065,0.0001105314,0.0003645569,0.2257239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03161228,"threshold_uncertainty_score":0.1671838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01956219247212447,"score_gpt":0.2568200842663458,"score_spread":0.2372578917942213,"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."}}