{"id":"W7117758288","doi":"10.1109/smartiot66867.2025.00035","title":"Securing Agentic AI in IoT Systems","year":2025,"lang":"","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Internet of Things; Proxy (statistics); Gateway (web page); Forwarding plane; Latency (audio); Corporate governance","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":[0.001939338,0.000351204,0.0003520098,0.0003270654,0.000794858,0.001982215,0.0007890862,0.0005420648,0.001019858],"category_scores_gemma":[0.005401321,0.0002824544,0.0002000764,0.0002773929,0.001568414,0.002602752,0.002611225,0.001068525,0.0005449324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005409556,"about_ca_system_score_gemma":0.001195152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001746645,"about_ca_topic_score_gemma":0.001227966,"domain_scores_codex":[0.9986533,0.000355885,0.0001278463,0.0001411239,0.0005267199,0.0001951166],"domain_scores_gemma":[0.9958035,0.000867822,0.0004645134,0.001845912,0.0006290869,0.0003891597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007550622,0.0007761069,0.02613774,0.0004481769,0.0001851186,0.001321937,0.004710627,0.3159137,0.2211838,0.169117,0.008451908,0.2509988],"study_design_scores_gemma":[0.00006012814,0.0003736071,0.003144892,0.00005641,0.00004570304,0.0002707618,0.000690234,0.8703207,0.05980263,0.04017038,0.02501786,0.00004671909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4113628,0.0003950637,0.5630263,0.0007357139,0.0001204911,0.0003690404,0.00007283863,0.007314611,0.01660315],"genre_scores_gemma":[0.9345357,0.0001121882,0.06333856,0.00008089343,0.00002023762,0.00008527304,0.0001004187,0.0001346451,0.001592035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001982215,"threshold_uncertainty_score":0.01025635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008146854188632735,"score_gpt":0.2655843023096359,"score_spread":0.2574374481210031,"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."}}