{"id":"W1601355488","doi":"10.2139/ssrn.373742","title":"Integrated Information Systems, SAS 94 & Auditors","year":2003,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Audit; Business; Accounting; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002100267,0.0002320647,0.000217156,0.000491549,0.0003868571,0.0007835785,0.0003568672,0.00009850185,0.00009052229],"category_scores_gemma":[0.0004065142,0.0002008739,0.0001039081,0.0007581524,0.00002994696,0.003460162,0.00005036944,0.001186656,0.00222467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007080045,"about_ca_system_score_gemma":0.0003677765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005876661,"about_ca_topic_score_gemma":0.000585229,"domain_scores_codex":[0.9971287,0.00003366804,0.0005265442,0.0001511159,0.00043684,0.001723116],"domain_scores_gemma":[0.9989412,0.00001871485,0.0005171165,0.0002209118,0.0002845662,0.00001742579],"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":[0.00002363871,0.00003240541,0.004065987,0.00004244359,0.00007697061,0.00000162512,0.00002492749,0.0004053254,0.00001709765,0.9668543,0.01905631,0.009398978],"study_design_scores_gemma":[0.0004816577,0.00001810682,0.0005154703,0.00003649872,0.00005307736,0.00003682652,0.001051922,0.0002072752,0.000002542045,0.07214487,0.9251999,0.0002518757],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5279858,0.004181468,0.1626805,0.001922405,0.01960859,0.001830669,0.000006588186,0.0009261729,0.2808578],"genre_scores_gemma":[0.9930372,0.0007116323,0.00009811302,0.0004719946,0.001961495,0.00001596875,0.00004986394,0.00003458568,0.003619167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9061435,"threshold_uncertainty_score":0.9985522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008457076191460217,"score_gpt":0.2040550323331819,"score_spread":0.1955979561417217,"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."}}