{"id":"W4212814064","doi":"10.33423/jabe.v23i4.4471","title":"Stock Liquidity and Auditor Choice","year":2021,"lang":"en","type":"article","venue":"Journal of Applied Business and Economics","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Market liquidity; Incentive; Business; Stock (firearms); Audit; Institutional investor; Monetary economics; Accounting; Finance; Economics; Corporate governance; Microeconomics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002542307,0.0001544768,0.0002892395,0.001532205,0.0004734714,0.001715558,0.0003073183,0.0008816301,0.008640314],"category_scores_gemma":[0.01928652,0.0002266389,0.0002968342,0.00115211,0.0005918017,0.001173472,0.0007879569,0.0007323432,0.0007505768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00057393,"about_ca_system_score_gemma":0.0005255538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003344458,"about_ca_topic_score_gemma":0.005220772,"domain_scores_codex":[0.9983256,0.0005879657,0.0002107879,0.0001733058,0.0002807994,0.0004215592],"domain_scores_gemma":[0.9284067,0.02044376,0.04365027,0.001269247,0.00153424,0.004695737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002616511,0.0001248711,0.9939287,0.00001289552,0.00005961793,0.00006812927,0.000134013,0.0002726822,0.0002729059,0.0002713263,0.0001561583,0.004437017],"study_design_scores_gemma":[0.00003946077,0.0001698081,0.9960139,0.00002578556,0.00003090631,0.0001491859,0.0004751609,0.001007847,0.0003211598,0.001252893,0.0004914666,0.00002236361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975663,0.0002340174,0.0001726787,0.0003961529,0.000005090268,0.000007721583,0.0001392612,0.000005669665,0.001473024],"genre_scores_gemma":[0.9993386,0.0000536773,0.00004335605,0.00003526789,0.00001064067,0.000001926538,0.00006712543,0.000001001959,0.0004485824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008640314,"threshold_uncertainty_score":0.02890474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554925607405609,"score_gpt":0.1884185374144495,"score_spread":0.1728692813403934,"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."}}