{"id":"W2974385999","doi":"10.5430/afr.v8n4p43","title":"A Vetting Protocol for the Analytical Procedures Platform for the AP-Phase of PCAOB Audits","year":2019,"lang":"en","type":"article","venue":"Accounting and Finance Research","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"State University of New York","keywords":"Vetting; Deliverable; Audit; Protocol (science); Computer science; Context (archaeology); Benchmarking; Accounting; Operations research; Business; Economics; Engineering; Computer security; Marketing","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":[0.1742517,0.0008467025,0.00107197,0.00275356,0.005134191,0.006803545,0.003634318,0.006270874,0.1018138],"category_scores_gemma":[0.2827151,0.001705289,0.0009378166,0.001951625,0.003029789,0.005747273,0.007742422,0.008241639,0.03622194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005058724,"about_ca_system_score_gemma":0.01930112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002082176,"about_ca_topic_score_gemma":0.002702685,"domain_scores_codex":[0.8564998,0.08639988,0.01566541,0.008885843,0.02620275,0.006346306],"domain_scores_gemma":[0.6675818,0.1569501,0.01591984,0.08395007,0.06742312,0.008175077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003711606,0.001821049,0.005193512,0.001465271,0.00005673533,0.001635814,0.0140743,0.003046466,0.00932069,0.1927554,0.3794446,0.3874745],"study_design_scores_gemma":[0.001172833,0.00207023,0.01056795,0.00215063,0.00005136144,0.0006032962,0.002884046,0.01135636,0.0130544,0.04849703,0.9071495,0.0004424876],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.04139018,0.000403608,0.5748489,0.01673467,0.003897007,0.1932606,0.01131316,0.02362397,0.1345278],"genre_scores_gemma":[0.1922314,0.0004167651,0.4029352,0.01137277,0.001964592,0.2931031,0.005625286,0.004201391,0.08814954],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.1742517,"threshold_uncertainty_score":0.9215423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2262122834376311,"score_gpt":0.4536946946996037,"score_spread":0.2274824112619726,"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."}}