{"id":"W4394863693","doi":"10.2139/ssrn.4785714","title":"Voluntary Disclosure from Multiple Sources and Information Environment","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Voluntary disclosure; Business; Turnover; Economics; Accounting","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":[0.0241148,0.0003692202,0.0007603517,0.003650032,0.001915345,0.01371898,0.001073233,0.002095213,0.00619955],"category_scores_gemma":[0.08969303,0.0006925096,0.000577383,0.00582761,0.001322153,0.008104522,0.006021384,0.001536023,0.001449748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001317372,"about_ca_system_score_gemma":0.002833164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008354826,"about_ca_topic_score_gemma":0.0009218529,"domain_scores_codex":[0.9549137,0.02077152,0.00344912,0.003030695,0.01532621,0.002508664],"domain_scores_gemma":[0.8427999,0.08759458,0.01552175,0.03942756,0.01288607,0.00177018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003201121,0.001009689,0.187508,0.0007857728,0.0004806416,0.003210479,0.01091662,0.01333638,0.008833083,0.3175311,0.01596675,0.4372203],"study_design_scores_gemma":[0.0006500717,0.001282137,0.1551756,0.001792232,0.001050002,0.008140878,0.01335694,0.09304345,0.04192592,0.5369131,0.1460296,0.0006400787],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6927506,0.002254318,0.1066305,0.007367578,0.0003301078,0.0008029444,0.002426072,0.0008320207,0.1866059],"genre_scores_gemma":[0.9817539,0.0003078859,0.008972074,0.0002304783,0.0001668688,0.0001096528,0.0005098947,0.00006357015,0.007885682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0241148,"threshold_uncertainty_score":0.1275328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002761004245820425,"score_gpt":0.1623065895544422,"score_spread":0.1595455853086217,"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."}}