{"id":"W3128354381","doi":"10.2139/ssrn.3761177","title":"The Impact of an SEC-Induced Increase to Stock Liquidity on Voluntary Disclosure","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Business; Voluntary disclosure; Market liquidity; Turnover; Stock (firearms); Financial system; Monetary economics; Accounting; Finance; 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":[0.0005645135,0.000180873,0.0002069721,0.0001449301,0.0002232564,0.0007762944,0.0002448621,0.0007165249,0.008018439],"category_scores_gemma":[0.002577634,0.0000849296,0.0002900712,0.0001792299,0.0003471447,0.0002300665,0.0004832275,0.0006267091,0.0003845085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003313629,"about_ca_system_score_gemma":0.0005483765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008306429,"about_ca_topic_score_gemma":0.0007018871,"domain_scores_codex":[0.9996718,0.00009663449,0.00002616975,0.00003856438,0.00006059858,0.0001060917],"domain_scores_gemma":[0.9973142,0.001465521,0.0004214639,0.0002484009,0.0002073283,0.0003430964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.05525734,0.007434199,0.06790643,0.0005242758,0.0003010782,0.002492964,0.0006406031,0.01413452,0.7951255,0.008909017,0.002919461,0.04435456],"study_design_scores_gemma":[0.001444398,0.02542432,0.6378455,0.0001202738,0.0004898246,0.001308923,0.001075542,0.03184206,0.2885181,0.00593384,0.005872085,0.000125106],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978815,0.00007326085,0.0001046742,0.0001196391,0.00004578342,0.000007027654,0.0001157634,0.00001428521,0.001638054],"genre_scores_gemma":[0.9991459,0.00004475535,0.00005427093,0.00005093665,0.0000143684,0.000005126274,0.00005889526,0.000004780255,0.0006208849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008018439,"threshold_uncertainty_score":0.02682436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008386649737604581,"score_gpt":0.2449723775988303,"score_spread":0.2365857278612258,"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."}}