{"id":"W4312766322","doi":"10.1115/ipc2022-87280","title":"Systematic Assessment of Risk Control Effectiveness","year":2022,"lang":"en","type":"article","venue":"","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Risk analysis (engineering); Risk management; Control (management); Risk assessment; Audit risk; Reliability (semiconductor); IT risk management; Risk Control; Risk management tools; Business; Operations management; Computer science; Computer security; Engineering; Audit; Finance; Accounting","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2405851,0.00323362,0.01144606,0.04025972,0.001723638,0.005577458,0.004475721,0.003236826,0.005463709],"category_scores_gemma":[0.6367137,0.001631318,0.01290522,0.01747578,0.004647152,0.004801659,0.006372085,0.003729259,0.000796059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009655177,"about_ca_system_score_gemma":0.02454645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0052281,"about_ca_topic_score_gemma":0.00795231,"domain_scores_codex":[0.5102825,0.2429045,0.1453024,0.01995177,0.07992957,0.001629323],"domain_scores_gemma":[0.2051816,0.5135312,0.1092131,0.0384841,0.1302621,0.003327929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.003371853,0.0003188041,0.04300769,0.4647973,0.0922346,0.0003414445,0.004383984,0.00298394,0.0009202107,0.007510283,0.0165984,0.3635316],"study_design_scores_gemma":[0.004605879,0.00649459,0.07195774,0.6302579,0.1471082,0.0008371961,0.003423649,0.008197749,0.005511358,0.02920978,0.09148606,0.0009099502],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08142683,0.7070256,0.07876435,0.01023593,0.005964105,0.06118752,0.03332047,0.001543039,0.02053224],"genre_scores_gemma":[0.7473916,0.0910803,0.08423086,0.004242735,0.0020489,0.05965281,0.009653377,0.0003876717,0.001311741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2405851,"threshold_uncertainty_score":0.9364938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926172146031849,"score_gpt":0.3814393001614755,"score_spread":0.3521775787011571,"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."}}