{"id":"W4380052237","doi":"10.1111/ijau.12315","title":"Engagement partner identification format and audit quality","year":2023,"lang":"en","type":"article","venue":"International Journal of Auditing","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Audit; Quality audit; Accounting; Quality (philosophy); Identification (biology); Association (psychology); Business; Term (time); Psychology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002565552,0.0001403118,0.0001852796,0.0004564828,0.0001825377,0.0005361863,0.0004729498,0.00003535847,0.0001919533],"category_scores_gemma":[0.008545375,0.0001364631,0.0001019147,0.0003171092,0.00004834309,0.001970401,0.0004061257,0.0002519183,0.0003794163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008862963,"about_ca_system_score_gemma":0.00002317988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004847884,"about_ca_topic_score_gemma":0.00001216352,"domain_scores_codex":[0.9978091,0.00002816289,0.0008137942,0.0001856126,0.0009345146,0.0002288138],"domain_scores_gemma":[0.9825596,0.0001513531,0.01653335,0.0001150984,0.0006226265,0.00001793521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000150167,0.0001444753,0.125628,0.0003586528,0.0006817033,0.0003171018,0.0009166594,0.003983605,0.00799812,0.09897003,0.1030407,0.6578107],"study_design_scores_gemma":[0.001185035,0.00001444711,0.4298697,0.000301958,0.00007052517,0.00002843231,0.00123067,0.004111733,0.0003442436,0.008853669,0.553652,0.0003376315],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8945171,0.00005758442,0.08704238,0.007518228,0.002524569,0.0001516513,0.000006978005,0.0001467549,0.008034716],"genre_scores_gemma":[0.9950943,0.0000939141,0.00022402,0.0009735368,0.002825985,0.000006125185,0.00002141755,0.00002230351,0.000738422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6574731,"threshold_uncertainty_score":0.999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03317550970965405,"score_gpt":0.3037618874892407,"score_spread":0.2705863777795866,"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."}}