{"id":"W3016051755","doi":"10.2139/ssrn.3438826","title":"Audit Partner Identification, Assignment, and the Labor Market for Audit Talent","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Audit; Business; Identification (biology); Accounting; Actuarial science; Labour economics; Economics","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":[0.003529975,0.0002180985,0.0004646228,0.001514815,0.001832201,0.003858031,0.0007619588,0.001490866,0.03425941],"category_scores_gemma":[0.02494849,0.0002111758,0.0002076285,0.00101914,0.001753188,0.001936802,0.002092092,0.001284004,0.002284745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001068444,"about_ca_system_score_gemma":0.0020227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003733964,"about_ca_topic_score_gemma":0.006253621,"domain_scores_codex":[0.9980931,0.0007622576,0.0000733733,0.0001460511,0.0002100035,0.0007151858],"domain_scores_gemma":[0.9707553,0.01585665,0.005766626,0.0008880489,0.001028749,0.005704672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003047812,0.002218537,0.8392358,0.0000808332,0.00007681915,0.0007808259,0.002714945,0.004271367,0.001705783,0.05543828,0.006471518,0.08395752],"study_design_scores_gemma":[0.0003800804,0.001040857,0.8212205,0.0001816301,0.00009958244,0.0006409608,0.0192571,0.02206087,0.001245109,0.1259762,0.007804146,0.00009295463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668925,0.0003254901,0.001906026,0.002095026,0.00004113146,0.0000389673,0.000133062,0.00002382939,0.02854388],"genre_scores_gemma":[0.9957479,0.00003756724,0.00008459089,0.00004733246,0.00001504877,0.000006182475,0.00002788355,0.000002974946,0.004030533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03425941,"threshold_uncertainty_score":0.1146091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006512143546642279,"score_gpt":0.2060713154992079,"score_spread":0.1995591719525656,"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."}}