{"id":"W7128796511","doi":"10.1109/iceca66444.2025.11383493","title":"Resilient Cloud Architectures with AI Agents for Enhancing Cybersecurity in Health Information Systems","year":2025,"lang":"","type":"article","venue":"","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian MPS Society for Mucopolysaccharide and Related Diseases","funders":"","keywords":"Cloud computing; Adaptability; Scalability; Intrusion detection system; Anomaly detection; The Internet; Classifier (UML); Confidentiality; Architecture","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":[0.001011955,0.0003971805,0.0002601125,0.0005851246,0.0005044107,0.001170033,0.0007366086,0.0003854265,0.0009800573],"category_scores_gemma":[0.001577911,0.0001479627,0.0003404151,0.0003187554,0.0004400595,0.001230438,0.001007147,0.0006743502,0.0003431798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008104993,"about_ca_system_score_gemma":0.001190606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005109185,"about_ca_topic_score_gemma":0.005733538,"domain_scores_codex":[0.9995402,0.0001246839,0.00002611956,0.00008786914,0.0001433105,0.0000777797],"domain_scores_gemma":[0.9993858,0.0001918302,0.00008407408,0.000107302,0.0001593852,0.00007152607],"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":[0.0004738336,0.0006028762,0.0157283,0.0002922343,0.0002230535,0.0004920462,0.0005164922,0.3526187,0.05127408,0.04213749,0.01142246,0.5242186],"study_design_scores_gemma":[0.00002068741,0.0001371565,0.001732152,0.0000286731,0.00003760462,0.0001314028,0.00008787616,0.9681059,0.009543408,0.01013407,0.01002237,0.00001890035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1438381,0.002483977,0.8373139,0.001922215,0.000217251,0.0003565277,0.0001223141,0.00432903,0.00941678],"genre_scores_gemma":[0.8386401,0.0007044288,0.1576492,0.0003653159,0.00006254917,0.00008216736,0.0001566303,0.00006171265,0.002277951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005109185,"threshold_uncertainty_score":0.0101589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008610479239216394,"score_gpt":0.2613345451278604,"score_spread":0.252724065888644,"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."}}