{"id":"W2056228908","doi":"10.1364/oshs.2005.fb2","title":"Automation to Support Risk Assessment and Management at DHS","year":2005,"lang":"en","type":"article","venue":"","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Homeland security; Portfolio; Prosperity; Risk management; Vulnerability (computing); General partnership; Automation; Risk analysis (engineering); Engineering management; Threat; Process management; Computer science; Knowledge management; Business; Engineering; Information security; Computer security; Political science; Economics; Finance; Economic growth","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":[0.004879815,0.0006443141,0.0003640058,0.002477643,0.0009068327,0.004514884,0.00123526,0.0006718026,0.01888932],"category_scores_gemma":[0.01304112,0.0005513523,0.0004911263,0.001511109,0.0005753093,0.002605866,0.002646099,0.001051415,0.01017237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001947705,"about_ca_system_score_gemma":0.00357776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009408,"about_ca_topic_score_gemma":0.006527031,"domain_scores_codex":[0.9951748,0.001262665,0.0002775437,0.0005048928,0.00230835,0.0004717305],"domain_scores_gemma":[0.9898041,0.002840545,0.0004651642,0.003157431,0.00307334,0.0006593349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002737652,0.0002644321,0.01197681,0.000114442,0.00004926427,0.0004695822,0.00155226,0.02455225,0.01283656,0.06017175,0.08689037,0.8008485],"study_design_scores_gemma":[0.00018486,0.0002231488,0.01122726,0.0001746313,0.0000582038,0.0007086578,0.0007157167,0.2313816,0.02761494,0.06826717,0.6592678,0.0001759592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04913413,0.0005681727,0.7146897,0.003638509,0.0004039836,0.0007972828,0.002200469,0.04638118,0.1821865],"genre_scores_gemma":[0.4256225,0.0006695437,0.5175302,0.0007404688,0.0004434171,0.0003017473,0.003174991,0.00204396,0.04947314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01888932,"threshold_uncertainty_score":0.06319106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009489966030560003,"score_gpt":0.2740603003198838,"score_spread":0.2645703342893237,"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."}}