{"id":"W4387422207","doi":"10.1111/padm.12964/v3/decision1","title":"Decision letter for \"Does increasing auditors' independence lead to more forceful public auditing? A study of a Canadian internal audit reform\"","year":2023,"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; Lead (geology); Internal audit; Auditor independence; Joint audit","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":[0.01859801,0.001203801,0.003399807,0.003160698,0.01939409,0.0133287,0.007327039,0.08234508,0.0761467],"category_scores_gemma":[0.08485134,0.001940301,0.004244758,0.003589435,0.005267737,0.004365367,0.003410371,0.02610079,0.02577299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02796396,"about_ca_system_score_gemma":0.1131487,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5518795,"about_ca_topic_score_gemma":0.7176322,"domain_scores_codex":[0.9753145,0.002062634,0.002095149,0.002647166,0.01238004,0.005500519],"domain_scores_gemma":[0.8974465,0.04200786,0.002225935,0.002658033,0.04522103,0.01044072],"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":[0.00009570438,0.00005687894,0.0004149977,0.00004392644,0.00001626362,0.0001144392,0.0001435075,0.00004063671,0.00008278875,0.00252415,0.994859,0.001607807],"study_design_scores_gemma":[0.0004544641,0.0001226996,0.01056562,0.0002639749,0.0001272262,0.00007678458,0.001451138,0.0008123108,0.000531691,0.001665372,0.9837136,0.0002150975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004837126,0.0008024644,0.000210505,0.8859343,0.03764249,0.0009409993,0.004542286,0.0003828847,0.06470698],"genre_scores_gemma":[0.01422353,0.0004414431,0.0006305338,0.6602588,0.008278081,0.0008004387,0.0009189901,0.0002520494,0.3141962],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4481205,"threshold_uncertainty_score":0.9015192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03924288646207172,"score_gpt":0.2939393548482378,"score_spread":0.2546964683861661,"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."}}