{"id":"W3162715356","doi":"10.2308/ciia-2020-043","title":"Robotic Process Automation for the Extraction of Audit Information: A Use Case","year":2021,"lang":"en","type":"article","venue":"Current Issues in Auditing","topic":"Robotic Process Automation Applications","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Information technology audit; Audit; Audit plan; Computer science; Financial statement; Outsourcing; Audit trail; Audit evidence; Accounting; Joint audit; Business; Process management; Computer security; Internal audit; Marketing","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":[0.004397444,0.0005101599,0.0004634355,0.001725041,0.001150913,0.002343409,0.001350588,0.001406127,0.005252038],"category_scores_gemma":[0.01332763,0.0003462512,0.0007117928,0.002409528,0.001118144,0.00196311,0.00205733,0.0008928218,0.002058697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186962,"about_ca_system_score_gemma":0.001361333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00435112,"about_ca_topic_score_gemma":0.004877491,"domain_scores_codex":[0.9941949,0.001966924,0.000503074,0.0004485499,0.002587938,0.0002985933],"domain_scores_gemma":[0.9881494,0.006415511,0.0006432729,0.002719272,0.001857482,0.0002149972],"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":[0.001794175,0.0009932489,0.02778532,0.001887244,0.0001928026,0.008780275,0.003839568,0.08216969,0.0236149,0.02972518,0.04052465,0.7786928],"study_design_scores_gemma":[0.0004273755,0.0009283248,0.03054495,0.000612402,0.0002406646,0.006123923,0.003609981,0.5351212,0.1304274,0.03546732,0.2562594,0.0002370697],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5075657,0.001389154,0.4162908,0.003781473,0.0002884688,0.001519826,0.00280023,0.01809614,0.04826811],"genre_scores_gemma":[0.7127149,0.0005970988,0.2724752,0.0003111716,0.00005237937,0.0003744976,0.001394388,0.000698994,0.01138139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005252038,"threshold_uncertainty_score":0.02325612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0332397894195504,"score_gpt":0.3345866778430685,"score_spread":0.3013468884235181,"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."}}