{"id":"W2978870071","doi":"","title":"Audit Partner Identification, Assignment, and Audit Quality","year":2019,"lang":"en","type":"article","venue":"","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Audit; Quality audit; Business; Identification (biology); Audit plan; Information technology audit; Quality (philosophy); Joint audit; Accounting; Internal audit","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01459305,0.0002792056,0.0004663266,0.002535835,0.001627723,0.005417771,0.0008555852,0.001374645,0.01083207],"category_scores_gemma":[0.1319601,0.000401787,0.0003253595,0.002346551,0.001773998,0.003567014,0.002853598,0.001722165,0.0009693155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001398418,"about_ca_system_score_gemma":0.002811082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005878666,"about_ca_topic_score_gemma":0.005987364,"domain_scores_codex":[0.9899295,0.005705472,0.0006689538,0.000663222,0.001886983,0.001145913],"domain_scores_gemma":[0.8626997,0.07416052,0.03659229,0.006780279,0.01066732,0.00909987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00144478,0.0009473559,0.9417486,0.00003957488,0.00007368212,0.0001128672,0.0006304236,0.002080109,0.000289601,0.00469544,0.001407553,0.04653005],"study_design_scores_gemma":[0.00011898,0.00046899,0.9633956,0.00007215085,0.0001324794,0.0004246623,0.003115282,0.01513624,0.0006424967,0.01510427,0.001349495,0.00003926389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793068,0.0005600197,0.005084349,0.001480983,0.00006995338,0.00005517232,0.000104282,0.00007009851,0.0132684],"genre_scores_gemma":[0.9979458,0.00006097748,0.0005633128,0.00003696313,0.00001475818,0.000006767313,0.00003713591,0.00000837156,0.001325859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01459305,"threshold_uncertainty_score":0.07717633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642161596044429,"score_gpt":0.2447011381066268,"score_spread":0.2282795221461825,"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."}}