{"id":"W2973146855","doi":"","title":"Business Education of CEO-CFO and Annual Report Readability","year":2019,"lang":"en","type":"article","venue":"Review of Economics and Finance","topic":"Auditing, Earnings Management, Governance","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Readability; Accounting; Transparency (behavior); Corporate governance; Business ethics; Business; Sample (material); Quality (philosophy); Public relations; Finance; Political science","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":[0.004601107,0.0001166977,0.0001588016,0.001369959,0.0002301082,0.001340927,0.0003306526,0.0004242843,0.006184455],"category_scores_gemma":[0.05391252,0.00008529134,0.0002091416,0.001401393,0.0005157035,0.001087006,0.000653968,0.0005714298,0.0004423817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007363075,"about_ca_system_score_gemma":0.0008441029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002949218,"about_ca_topic_score_gemma":0.005206458,"domain_scores_codex":[0.9973825,0.0008387751,0.0003583631,0.0002879473,0.0008945104,0.0002379371],"domain_scores_gemma":[0.9155006,0.03914313,0.03283973,0.001723713,0.006403327,0.004389508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001465146,0.0002967115,0.9271425,0.0002522802,0.00008679232,0.0001172403,0.002913281,0.0001634915,0.0005967104,0.0009574258,0.001712784,0.06561422],"study_design_scores_gemma":[0.00000351678,0.00004770893,0.9970269,0.00005738069,0.00001260665,0.00005058437,0.0007114968,0.00006041358,0.0001247217,0.000204703,0.001695168,0.000004842575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826475,0.002580874,0.0005747273,0.001768193,0.00006492004,0.00002656106,0.0003027742,0.00001818705,0.01201633],"genre_scores_gemma":[0.9980441,0.0004636825,0.0001753275,0.00008469496,0.0000312097,0.000007601292,0.0001260385,0.000003758365,0.001063543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006184455,"threshold_uncertainty_score":0.02433324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005944657323385946,"score_gpt":0.2051210377979238,"score_spread":0.1991763804745378,"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."}}