{"id":"W2152147440","doi":"10.5430/jbar.v3n2p1","title":"Structure and Nature of Competition in the Market for Financial Audit Services in Mexico","year":2014,"lang":"en","type":"article","venue":"Journal of Business Administration Research","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Business; Stock exchange; Market concentration; Market structure; Competition (biology); Market depth; Financial services; Finance; Capital market; Financial market; Stock market; Accounting; Industrial organization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00177896,0.00007116093,0.0001693149,0.0002758351,0.00006592525,0.0001219424,0.0002245391,0.00009781502,0.00002578209],"category_scores_gemma":[0.000424961,0.00005093182,0.00002472438,0.0008122078,0.00005452986,0.0006722516,0.00002565267,0.0003416717,4.58819e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001534151,"about_ca_system_score_gemma":0.0001209008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005949174,"about_ca_topic_score_gemma":0.001892098,"domain_scores_codex":[0.9989604,0.00004158363,0.0003417058,0.00009941583,0.0004195835,0.0001372562],"domain_scores_gemma":[0.9985132,0.000168308,0.0004036312,0.00009351532,0.0008159091,0.000005500513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004992941,0.0007410897,0.7523523,0.004991069,0.00002279714,0.0001022608,0.0003856065,0.0007599316,0.004679404,0.1973215,0.01528757,0.01836353],"study_design_scores_gemma":[0.0008478545,0.00005792516,0.9674602,0.0002551967,0.000005332919,0.000008848209,0.0001199408,0.001231443,0.0001428928,0.01309444,0.01672055,0.00005544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925807,0.00008698084,0.0003206171,0.006217159,0.0001309221,0.0001996519,0.000009319477,0.000001336519,0.0004533478],"genre_scores_gemma":[0.9989004,0.00004059699,0.0001050397,0.0003335028,0.000581012,0.000005138694,0.000008877463,0.000005230246,0.00002026445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2151079,"threshold_uncertainty_score":0.2076939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201756879037855,"score_gpt":0.2941121285522273,"score_spread":0.2720945597618488,"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."}}