{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001434221,0.0003154674,0.0005411273,0.000501533,0.0002080879,0.0005433281,0.001206266,0.0002635321,0.00004898476],"category_scores_gemma":[0.0000836294,0.0002737174,0.0001543246,0.002074155,0.00009214727,0.0002891534,0.0006640911,0.0004403786,0.0003788382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003547466,"about_ca_system_score_gemma":0.0005089541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001139853,"about_ca_topic_score_gemma":0.00008867773,"domain_scores_codex":[0.9966386,0.0002496341,0.00108147,0.0009029295,0.0004021737,0.0007251802],"domain_scores_gemma":[0.9981175,0.0001529431,0.0001184138,0.001331552,0.0001656631,0.000113895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008099239,0.001483298,0.6536151,0.01645254,0.0003495473,0.0002526556,0.01040585,0.0410662,0.0003930783,0.1189075,0.01403597,0.1429573],"study_design_scores_gemma":[0.0009212418,0.00007098384,0.05704022,0.002277474,0.00002011605,0.0000147853,0.0002876246,0.9311101,0.0004277502,0.0007273792,0.00665169,0.0004506614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7158891,0.006873521,0.2303491,0.002426704,0.01987694,0.001587927,0.000001622775,0.0003906776,0.0226044],"genre_scores_gemma":[0.9905152,0.00006006979,0.0002885087,0.0006466045,0.0001143378,0.00004796323,3.739143e-7,0.000008324329,0.008318618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8900439,"threshold_uncertainty_score":0.9999715,"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."}}