{"id":"W3123045665","doi":"","title":"Note on Self-Selection of Auditors in the Municipal Sector","year":2009,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Financial Reporting and Valuation Research","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Waterloo","funders":"","keywords":"Audit; Ordinary least squares; Public sector; Business; Accounting; Dominance (genetics); Private sector; Big Four; Extant taxon; Economics; Economy; Econometrics","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":[],"consensus_categories":[],"category_scores_codex":[0.004374185,0.00008639687,0.0001138404,0.0002831257,0.0001763914,0.0000752801,0.000230908,0.00005174364,0.00002488624],"category_scores_gemma":[0.0004714549,0.00006052841,0.00007487281,0.0006263776,0.00001249374,0.0002269104,0.00001121766,0.001171273,0.00002362181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002529329,"about_ca_system_score_gemma":0.0004465911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004211201,"about_ca_topic_score_gemma":0.001394117,"domain_scores_codex":[0.9981745,0.00004466056,0.0003065361,0.0001109881,0.0004959494,0.0008673996],"domain_scores_gemma":[0.9994111,0.0000525708,0.000289031,0.000102989,0.0001385439,0.000005733079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006137798,0.001438237,0.06461463,0.00006016717,0.0000992043,0.00002456638,0.001170223,0.002709907,0.003254976,0.7286102,0.003711777,0.1936923],"study_design_scores_gemma":[0.002844995,0.001411197,0.4414898,0.0001670802,0.0001049119,0.0001504584,0.002330237,0.02153013,0.0003599559,0.4862994,0.04273866,0.0005732356],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921773,0.00006044246,0.0001727238,0.001573092,0.0002000239,0.0001239564,7.887157e-8,0.00002270923,0.005669669],"genre_scores_gemma":[0.9979023,0.00008237887,0.00001464351,0.0003340786,0.00149119,0.000002684502,0.000001218134,0.000007128842,0.0001644092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3768751,"threshold_uncertainty_score":0.5088664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02134839094488554,"score_gpt":0.2987204077797355,"score_spread":0.2773720168348499,"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."}}