{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00356418,0.0007012876,0.0005100265,0.004186434,0.00097461,0.005936709,0.0006277604,0.001465157,0.1177948],"category_scores_gemma":[0.02084216,0.001002973,0.0002291992,0.01102169,0.0007115114,0.005553937,0.00103166,0.002116511,0.06663252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599117,"about_ca_system_score_gemma":0.003169642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008550505,"about_ca_topic_score_gemma":0.007429199,"domain_scores_codex":[0.9967847,0.0009213006,0.0004406513,0.0003500897,0.001341624,0.0001616557],"domain_scores_gemma":[0.9813614,0.006232881,0.001794363,0.002790783,0.007162313,0.000658249],"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":[0.0002404105,0.00008693111,0.002155032,0.0001962606,0.0000181795,0.00005890957,0.0001728022,0.0005930349,0.0008737874,0.02325908,0.5519353,0.4204103],"study_design_scores_gemma":[0.0001001149,0.0001052135,0.007354821,0.0001734024,0.00004568978,0.000282336,0.0001738355,0.003986269,0.002729018,0.01482242,0.9701905,0.0000363556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01844393,0.01422993,0.1750136,0.01605235,0.003693199,0.0006651003,0.03735987,0.07718688,0.6573552],"genre_scores_gemma":[0.1374522,0.01191196,0.1400815,0.001862849,0.002964262,0.0006711459,0.03342688,0.008257705,0.6633716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1177948,"threshold_uncertainty_score":0.394063,"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."}}