{"id":"W182289913","doi":"","title":"More Talk, More Action: A Changing Role for Corporate Boards and CPAs","year":2005,"lang":"en","type":"article","venue":"Journal of accountancy online/Journal of accountancy","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accounting; Audit committee; Audit; Internal audit; Business; Chief audit executive; Joint audit; Public relations; External auditor; Charter; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.06085959,0.0009700684,0.0009320058,0.002434286,0.01177017,0.02848435,0.003880707,0.01281521,0.05616428],"category_scores_gemma":[0.08114601,0.001081862,0.0009161121,0.002380379,0.0137692,0.0276202,0.01453934,0.02534802,0.01087192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01173455,"about_ca_system_score_gemma":0.0299037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007548552,"about_ca_topic_score_gemma":0.01032732,"domain_scores_codex":[0.9309933,0.04517716,0.001822818,0.003519455,0.01134941,0.007137879],"domain_scores_gemma":[0.8188563,0.04753031,0.006967808,0.007198853,0.0247078,0.09473893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007984548,0.0002177728,0.001702958,0.0001973825,0.00001794558,0.0001854081,0.006845346,0.00016598,0.0002242337,0.08825721,0.7534012,0.1487047],"study_design_scores_gemma":[0.00005499029,0.00008755426,0.001557765,0.000488111,0.000007612329,0.000116874,0.007312033,0.000234924,0.0001015809,0.02023885,0.9697552,0.00004458387],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003502174,0.005475366,0.00398081,0.9232116,0.01583599,0.00007858751,0.00003985456,0.0004461194,0.04742951],"genre_scores_gemma":[0.2671358,0.01736296,0.01745288,0.5252712,0.02567726,0.0008895717,0.0002561895,0.001530161,0.1444239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06085959,"threshold_uncertainty_score":0.3218601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03345262060993979,"score_gpt":0.2829246131169907,"score_spread":0.2494719925070509,"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."}}