{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003506879,0.0009146971,0.001538546,0.005634094,0.0004896406,0.0008543048,0.002465617,0.0004389024,0.0005644766],"category_scores_gemma":[0.005206354,0.0007139102,0.0004517066,0.003590944,0.00006840811,0.001482491,0.001822493,0.0007650413,0.000719195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008459248,"about_ca_system_score_gemma":0.0003255877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.714681,"about_ca_topic_score_gemma":0.8658757,"domain_scores_codex":[0.9935378,0.00004360892,0.001733276,0.00143376,0.001914669,0.00133685],"domain_scores_gemma":[0.9951328,0.0003440388,0.001474881,0.001306967,0.001618227,0.0001230611],"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":[0.00006437985,0.0001119839,0.00198524,0.003426604,0.0001717697,0.00005966149,0.00007872334,0.00001211683,0.000002476085,0.0005088232,0.9636858,0.02989243],"study_design_scores_gemma":[0.0006883282,0.0001022305,0.003301127,0.006346927,0.0003756775,0.000001992588,0.0008256007,0.0002175103,0.000002048658,0.0005601883,0.9866854,0.0008930017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1934319,0.001660767,0.01025213,0.4967381,0.1314583,0.04488793,0.001606739,0.002493814,0.1174703],"genre_scores_gemma":[0.2208141,0.001363087,0.005178467,0.1268072,0.06697179,0.005725928,0.00380303,0.001662161,0.5676742],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4502039,"threshold_uncertainty_score":0.9995312,"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."}}