{"id":"W4231611180","doi":"10.1092/jwfm-24f5-2kqg-av37","title":"Competition and Big 6 Brand Name Reputation: Evidence from the Ontario Municipal Audit Market","year":2001,"lang":"en","type":"article","venue":"Contemporary Accounting Research","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Waterloo","funders":"","keywords":"Audit; Reputation; Competition (biology); Business; Monopoly; Accounting; Oligopoly; Market share; Economic rent; Finance; Economics; Market economy; Law; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001753665,0.0001277771,0.0003556623,0.001245219,0.003806351,0.0038533,0.0006094301,0.0009267185,0.008646458],"category_scores_gemma":[0.008920869,0.0002475884,0.000226356,0.002958222,0.002478434,0.001659674,0.001021279,0.0005905418,0.0006213324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01237968,"about_ca_system_score_gemma":0.007517896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8078473,"about_ca_topic_score_gemma":0.9361827,"domain_scores_codex":[0.9984745,0.0001813708,0.00006156293,0.0001364951,0.0006902153,0.0004557682],"domain_scores_gemma":[0.9814564,0.00339361,0.009553015,0.0008008591,0.002369389,0.002426667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001819913,0.0006530144,0.9189856,0.0001806421,0.0001114462,0.0009751303,0.01255006,0.0008237351,0.001656835,0.01870205,0.01262499,0.03091673],"study_design_scores_gemma":[0.00008975631,0.00009193784,0.9811565,0.00003705436,0.00003918669,0.00007436079,0.006525347,0.001082157,0.0002137613,0.001232221,0.009410902,0.00004685701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795581,0.0003126294,0.00005982734,0.0009190956,0.000006457546,0.00002705635,0.0004374694,0.000004013541,0.01867542],"genre_scores_gemma":[0.9973688,0.0001575066,0.0000241985,0.00006741413,0.000007815915,0.000003699752,0.0002126987,0.000002139427,0.002155641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1921527,"threshold_uncertainty_score":0.3865685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0695164475030941,"score_gpt":0.2925873642986067,"score_spread":0.2230709167955126,"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."}}