{"id":"W2883184890","doi":"10.2308/isys-52189","title":"Social Media and Voluntary Nonfinancial Disclosure: Evidence from Twitter Presence and Corporate Political Disclosure","year":2018,"lang":"en","type":"article","venue":"Journal of Information Systems","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Voluntary disclosure; Social media; Business; Accounting; Politics; Sample (material); Corporate social responsibility; Turnover; Public relations; Political science; Economics; Management","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":[0.001663226,0.00017284,0.0002156147,0.001457244,0.0004525028,0.001936227,0.0003980567,0.0005861393,0.004669741],"category_scores_gemma":[0.02411952,0.0001467713,0.0002254711,0.002686429,0.000505598,0.001518228,0.001193415,0.0006981086,0.0005890493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003387833,"about_ca_system_score_gemma":0.0003181536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004939424,"about_ca_topic_score_gemma":0.005915649,"domain_scores_codex":[0.9984118,0.0006072482,0.0002103535,0.0001846397,0.0003678477,0.0002181133],"domain_scores_gemma":[0.9270533,0.02539399,0.04153451,0.001509721,0.002391296,0.002117197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009796919,0.00009875037,0.9897686,0.00005794471,0.00006695984,0.0001071398,0.000698759,0.0001800795,0.0001157011,0.0005091581,0.001179739,0.007119143],"study_design_scores_gemma":[0.000008628464,0.00004718402,0.9934975,0.00007545856,0.00005316236,0.00008676121,0.002236847,0.001025398,0.0002458915,0.0004251585,0.00228668,0.00001125934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918717,0.0006104986,0.0002114792,0.001161079,0.00002888937,0.00001333937,0.001281248,0.000006365967,0.004815373],"genre_scores_gemma":[0.9986838,0.0002511552,0.00005197215,0.00006487368,0.00005356805,0.000007436389,0.0004295749,0.00000234537,0.0004552129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004939424,"threshold_uncertainty_score":0.0156219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02493174762836454,"score_gpt":0.2328077487964218,"score_spread":0.2078760011680573,"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."}}