{"id":"W4387422261","doi":"10.1111/padm.12964/v2/review1","title":"Review 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; Accounting; Independence (probability theory); Business; Internal audit; Auditor independence; Joint audit; Statistics","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":[0.01304747,0.000414721,0.0006472249,0.002993276,0.01383425,0.006982768,0.002288153,0.004592017,0.01960361],"category_scores_gemma":[0.1139976,0.0002979908,0.0006072382,0.004439412,0.004802404,0.001670055,0.001518888,0.00259005,0.001991352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06412003,"about_ca_system_score_gemma":0.2168171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9666435,"about_ca_topic_score_gemma":0.9774112,"domain_scores_codex":[0.9841509,0.002417605,0.0005471659,0.0005951671,0.009612196,0.002676999],"domain_scores_gemma":[0.8499408,0.03943144,0.004690771,0.003509833,0.09564631,0.006780869],"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":[0.0002770895,0.0002909004,0.02329953,0.0006398597,0.00005854246,0.0004925038,0.01124673,0.0004805752,0.0005306748,0.03192807,0.8495781,0.08117743],"study_design_scores_gemma":[0.0002390477,0.0001317591,0.2521164,0.0007695462,0.0001505323,0.0001314687,0.01206518,0.0007771878,0.0006420939,0.001720229,0.7311503,0.0001062579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1811094,0.01379794,0.0004861885,0.3339967,0.004977082,0.001479865,0.005611989,0.0002977799,0.458243],"genre_scores_gemma":[0.6289078,0.006436171,0.001007551,0.03935255,0.001440961,0.0004360703,0.002064099,0.0001740323,0.3201808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06412003,"threshold_uncertainty_score":0.4652256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04984626736183446,"score_gpt":0.3053050629067147,"score_spread":0.2554587955448802,"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."}}