{"id":"W4387422389","doi":"10.1111/padm.12964/v1/review2","title":"Review for \"Does increasing auditors' independence lead to more forceful public auditing? A study of a Canadian internal audit reform\"","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Audit; Independence (probability theory); Accounting; Business; Internal audit; Lead (geology); Auditor independence; Joint audit; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0128551,0.0004298329,0.0006544826,0.003027892,0.01405726,0.0070216,0.002319227,0.004788168,0.02033104],"category_scores_gemma":[0.1126186,0.0003028694,0.0006114542,0.004479604,0.004811712,0.001707335,0.00154482,0.002618361,0.002088168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06255045,"about_ca_system_score_gemma":0.2160779,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9657435,"about_ca_topic_score_gemma":0.9768917,"domain_scores_codex":[0.9842097,0.002413654,0.0005432619,0.0005942067,0.009583208,0.002656019],"domain_scores_gemma":[0.8516622,0.03880807,0.004505848,0.003509389,0.0948908,0.006623733],"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":[0.0002553522,0.0002746627,0.02061795,0.0006116213,0.00005552322,0.000465202,0.01046794,0.0004486716,0.000500971,0.03045285,0.8603051,0.07554417],"study_design_scores_gemma":[0.000237898,0.0001291187,0.2390414,0.0007577041,0.0001473102,0.0001285197,0.01166611,0.0007577461,0.0006324742,0.001736266,0.7446611,0.0001043216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1693205,0.01397312,0.0004784535,0.3452415,0.005242447,0.00148079,0.005758509,0.0003064974,0.4581982],"genre_scores_gemma":[0.6095667,0.006522386,0.001013323,0.0423105,0.001510787,0.0004516798,0.002192925,0.0001810261,0.3362507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06255045,"threshold_uncertainty_score":0.4538374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04043461694466662,"score_gpt":0.2944790656185375,"score_spread":0.2540444486738709,"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."}}