{"id":"W1551488888","doi":"10.1002/9781118704233.ch9","title":"Building Enterprise Risk Management into Agency Processes and Culture","year":2014,"lang":"en","type":"other","venue":"","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Accountability; Enterprise risk management; Risk management; Organizational culture; Public relations; Agency (philosophy); Facilitator; Transparency (behavior); Work (physics); Knowledge management; Political science; Finance; Engineering; Computer science; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002902415,0.000627803,0.0004924762,0.0008040625,0.0002129856,0.0005794055,0.0006477945,0.0002699043,0.002016536],"category_scores_gemma":[0.0001062654,0.0005269311,0.00009693675,0.0006270529,0.00008551428,0.0004504747,0.0009586954,0.0002588339,0.001745911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003040119,"about_ca_system_score_gemma":0.000007339696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001898973,"about_ca_topic_score_gemma":0.0006738912,"domain_scores_codex":[0.9978614,0.00001279384,0.0003739933,0.0008765095,0.0004256162,0.0004496878],"domain_scores_gemma":[0.9986606,0.0000148242,0.0006632383,0.0005674604,0.00007078036,0.00002310818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009397304,0.00005067016,0.002400996,0.004797206,0.0001439015,0.00002207132,0.00004478466,0.000001999632,0.000001260031,0.04226999,0.8904406,0.0598171],"study_design_scores_gemma":[0.0003746705,0.000009110749,0.0003566524,0.0006222211,0.0003525028,4.794081e-7,0.00003728496,0.00008484,0.000001401611,0.02759919,0.9699037,0.0006579297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001259375,0.002195718,0.02312846,0.0001385509,0.000817666,0.00104544,0.00000460784,0.0009908074,0.9715528],"genre_scores_gemma":[0.001941445,0.005836217,0.02082353,0.001573665,0.003712678,0.0001555267,0.00006873605,0.0007922134,0.965096],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07946309,"threshold_uncertainty_score":0.9997182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005621649028319882,"score_gpt":0.216503846686494,"score_spread":0.2108821976581741,"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."}}