{"id":"W4403941517","doi":"10.3390/jrfm17110489","title":"The Role of Technological Readiness in Enhancing the Quality of Audit Work: Evidence from an Emerging Market","year":2024,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Business and Economic Development","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Faisal University","keywords":"Work (physics); Audit; Business; Quality (philosophy); Quality audit; Emerging markets; Industrial organization; Process management; Accounting; Engineering; Finance","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":[0.005479543,0.0001492563,0.0002626968,0.001614194,0.0006702272,0.002737891,0.0005047358,0.0005215269,0.004089204],"category_scores_gemma":[0.01186998,0.0001435275,0.0003403585,0.001931358,0.001830554,0.002320954,0.001348006,0.0009252861,0.0003205145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082509,"about_ca_system_score_gemma":0.002427502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009228272,"about_ca_topic_score_gemma":0.01076915,"domain_scores_codex":[0.9984314,0.0005052914,0.0001093643,0.0001749491,0.0004513798,0.0003276741],"domain_scores_gemma":[0.9673187,0.01540195,0.01251307,0.00102379,0.002271107,0.001471388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004020822,0.0005608327,0.9214012,0.000329021,0.0001384393,0.00109152,0.01050935,0.0003818917,0.0007881439,0.006346814,0.000435712,0.05761499],"study_design_scores_gemma":[0.00001602552,0.00017968,0.9813472,0.0001233499,0.00005788672,0.0001204598,0.01411695,0.0003925496,0.0004140929,0.000574566,0.002640568,0.00001677738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942578,0.001088467,0.0001530002,0.0006965824,0.000006235493,0.00001072944,0.00003313416,0.000002581526,0.003751448],"genre_scores_gemma":[0.9990498,0.0005567105,0.00006092903,0.00006281577,0.000007947813,0.000002069696,0.00001744785,0.000001483645,0.0002407123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009228272,"threshold_uncertainty_score":0.02897894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228184751425947,"score_gpt":0.2430149545865335,"score_spread":0.230733107072274,"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."}}