{"id":"W4311548908","doi":"10.1016/j.dss.2022.113912","title":"Security defense against long-term and stealthy cyberattacks","year":2022,"lang":"en","type":"article","venue":"Decision Support Systems","topic":"Information and Cyber Security","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"National Research Foundation of Korea; Ministry of Science, ICT and Future Planning; National Science Foundation","keywords":"Hacker; Computer security; Damages; Computer science; Internet privacy; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0005959916,0.0002614731,0.0001441955,0.0004598408,0.0007100716,0.001259177,0.0003575981,0.0009782219,0.003828275],"category_scores_gemma":[0.001783545,0.00008953348,0.0001508495,0.0001649075,0.0007884838,0.001557611,0.00211805,0.0008656387,0.0007273988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003737886,"about_ca_system_score_gemma":0.0006018652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004945339,"about_ca_topic_score_gemma":0.001091136,"domain_scores_codex":[0.999626,0.0000745034,0.0000108068,0.00004079679,0.0001198431,0.0001279082],"domain_scores_gemma":[0.998936,0.0002712563,0.0002692722,0.0002284791,0.0001716428,0.0001234364],"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":[0.0006067731,0.0003684855,0.03714373,0.000239006,0.0001916878,0.001058306,0.00172731,0.05595968,0.06553481,0.2428325,0.01987103,0.5744668],"study_design_scores_gemma":[0.0001253938,0.002046025,0.05782223,0.0007476414,0.0001816242,0.004418142,0.007235234,0.2262911,0.05410746,0.4504025,0.196512,0.0001106802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6891563,0.003723527,0.1253465,0.008032114,0.0004932287,0.00008188444,0.0000877641,0.0005114321,0.1725672],"genre_scores_gemma":[0.9916098,0.0003134531,0.001831524,0.0002383923,0.00003598571,0.000006879452,0.00001570009,0.000006783838,0.005941555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003828275,"threshold_uncertainty_score":0.01280689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617874624748566,"score_gpt":0.2676629327890481,"score_spread":0.2514841865415624,"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."}}