{"id":"W1511462259","doi":"10.1109/memb.2003.1237528","title":"Risk management","year":2003,"lang":"en","type":"article","venue":"IEEE Engineering in Medicine and Biology Magazine","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Semtech (Canada)","funders":"","keywords":"Traceability; Risk management; Documentation; Risk analysis (engineering); Risk assessment; Audit; Audit risk; IT risk management; Computer science; Control (management); Business; Accounting; Software engineering; Computer security; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002363925,0.0001217101,0.0003281945,0.0004845224,0.00003615296,0.000009068108,0.0001782983,0.00007075011,0.0001732397],"category_scores_gemma":[0.00110639,0.00007565009,0.00003716508,0.0007513506,0.00008951533,0.00004358887,0.00002090167,0.0001650609,0.00008686111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001078386,"about_ca_system_score_gemma":0.000004183785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000160072,"about_ca_topic_score_gemma":0.00002111187,"domain_scores_codex":[0.9987718,0.0001118769,0.0004178184,0.0003193134,0.0001649641,0.0002141939],"domain_scores_gemma":[0.9990458,0.0005116992,0.00006466865,0.0002692342,0.00003530253,0.00007323926],"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":[0.00007629183,0.0001420425,0.496583,0.00004959912,0.0003306039,0.0002320532,0.001174397,0.03009901,0.003994684,0.06799623,0.04744687,0.3518753],"study_design_scores_gemma":[0.003204512,0.0004232878,0.1748685,0.00007504597,0.000123696,0.00004850161,0.0004505739,0.02160599,0.000152422,0.05601485,0.7425635,0.0004691405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8339255,0.005640983,0.1068246,0.003346506,0.001687617,0.0002860287,0.000006331258,0.00010297,0.04817943],"genre_scores_gemma":[0.9903389,0.004727908,0.003250873,0.0001768961,0.0001031644,0.000007762267,0.000002134108,0.00000670711,0.001385674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6951166,"threshold_uncertainty_score":0.3084921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05658779136850564,"score_gpt":0.3444828110554424,"score_spread":0.2878950196869368,"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."}}