{"id":"W2044330263","doi":"10.1108/09657960410698992","title":"Disclosure, litigation and regulation: the challenges of the year ahead","year":2004,"lang":"en","type":"article","venue":"Balance Sheet","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nickel Institute","funders":"","keywords":"Accounting; Business; 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":[0.08225785,0.0006548064,0.002163882,0.003319331,0.01215503,0.02956476,0.004258544,0.06525468,0.007882746],"category_scores_gemma":[0.1162446,0.000783044,0.001267869,0.004314161,0.03308287,0.04157957,0.006341433,0.03266819,0.001315959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00850227,"about_ca_system_score_gemma":0.02773675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01177781,"about_ca_topic_score_gemma":0.01966152,"domain_scores_codex":[0.9542078,0.02234222,0.002718382,0.002561909,0.0139619,0.004207641],"domain_scores_gemma":[0.7062142,0.2386708,0.01194476,0.004528909,0.02583976,0.01280156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001189537,0.0002999053,0.001468563,0.0005984381,0.00005840538,0.0003479355,0.003535124,0.0004809381,0.000172788,0.5540659,0.3370383,0.1018147],"study_design_scores_gemma":[0.0000957024,0.0002094821,0.00327969,0.002615985,0.00004492177,0.0005384834,0.02151724,0.0008390607,0.0001886632,0.5483205,0.4221417,0.0002084544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001261551,0.05611822,0.0005517715,0.9328061,0.004523625,0.000007021471,0.0000253586,0.00001297215,0.004693334],"genre_scores_gemma":[0.149088,0.1573138,0.002976052,0.6208763,0.05535446,0.0001506855,0.0001108092,0.00005277087,0.01407713],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08225785,"threshold_uncertainty_score":0.4350263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02091178946123324,"score_gpt":0.2187561641622561,"score_spread":0.1978443747010228,"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."}}