{"id":"W4406892221","doi":"10.1109/csnet64211.2024.10851474","title":"Dynamic Defense Framework: A Unified Approach for Intrusion Detection and Mitigation in SDN","year":2024,"lang":"en","type":"article","venue":"","topic":"Software-Defined Networks and 5G","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Intrusion detection system; Intrusion prevention system; Computer security; Risk analysis (engineering); Business","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":[0.0002407482,0.00008431515,0.00008290521,0.000138933,0.00006058191,0.0001931492,0.0001112886,0.0001112069,0.000002274247],"category_scores_gemma":[0.00004759232,0.00007187564,0.00002890622,0.0004654353,0.0000163655,0.0002421313,0.00007208411,0.0001332485,0.000002790372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004121692,"about_ca_system_score_gemma":0.00001868224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002376051,"about_ca_topic_score_gemma":0.00004345145,"domain_scores_codex":[0.9992664,0.00002458005,0.0001327905,0.0003336237,0.00008328108,0.0001593325],"domain_scores_gemma":[0.9995352,0.0002284584,0.00001678075,0.0001622223,0.00002038923,0.00003693236],"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":[0.00002906692,0.00004500978,0.0003263708,0.0001438347,0.00001312034,0.000006090832,0.001027636,0.002079383,0.0007274119,0.1916429,0.0001463291,0.8038129],"study_design_scores_gemma":[0.0001244424,0.00005118078,0.001249764,0.00004426832,0.00000338189,0.0000114956,0.0000268207,0.9405071,0.0001457795,0.05748954,0.000252659,0.00009355397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05500367,0.0004075969,0.9433124,0.0002574192,0.0002565547,0.0002401604,6.778048e-7,0.0002724834,0.0002490327],"genre_scores_gemma":[0.7842485,0.00003369141,0.2154638,0.0001072644,0.00002609508,0.00004450804,0.000003765686,0.000007018308,0.00006529916],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9384277,"threshold_uncertainty_score":0.2931004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084466058320219,"score_gpt":0.2425940869605923,"score_spread":0.2317494263773901,"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."}}