{"id":"W4255804907","doi":"10.1506/mhp9-523e-q25v-vjvx","title":"Did Houston Clients of Arthur Andersen Recognize Publicly Available Bad News in a Timely Fashion?","year":2005,"lang":"en","type":"article","venue":"Contemporary Accounting Research","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Advertising; Psychology; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01180428,0.0001230831,0.0003259057,0.0007749764,0.0004789027,0.0002462164,0.0005327186,0.0001341668,0.001058591],"category_scores_gemma":[0.00237684,0.000121969,0.0001161391,0.002289641,0.0003307647,0.00112394,0.0001996445,0.0004604541,0.0003993167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463856,"about_ca_system_score_gemma":0.0009416369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005098474,"about_ca_topic_score_gemma":0.009331069,"domain_scores_codex":[0.9957623,0.001301078,0.0005752465,0.000474704,0.001315156,0.0005715467],"domain_scores_gemma":[0.9973759,0.001279364,0.0001905292,0.0002681426,0.000744386,0.0001416627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001368137,0.0003892587,0.8536977,0.00003290212,0.00005010633,0.00001220629,0.003773052,0.00004673529,0.0004019184,0.003637082,0.03804699,0.09977522],"study_design_scores_gemma":[0.003181502,0.0002066605,0.1002085,0.0002945214,0.00001788114,0.000002282618,0.01889355,0.008273432,0.0003805622,0.008650853,0.8590835,0.0008067281],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7910267,0.000527142,0.0001329603,0.005647423,0.00009297882,0.0004026574,0.000004628019,0.00005147288,0.2021141],"genre_scores_gemma":[0.9842739,0.00008470723,0.001187838,0.0001233608,0.0003302571,0.00002062363,0.00001885109,0.00001581586,0.01394467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8210365,"threshold_uncertainty_score":0.9998546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1688976076431088,"score_gpt":0.4311758523457433,"score_spread":0.2622782447026346,"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."}}