{"id":"W4410537877","doi":"10.1109/ictcs65341.2025.10989346","title":"Securing Autonomous Vehicles with Smart AI Security Agents","year":2025,"lang":"en","type":"article","venue":"","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Humber Polytechnic","funders":"","keywords":"Computer security; Computer science","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":[0.0003929418,0.000279229,0.0002503421,0.0003129713,0.0003934631,0.0010832,0.0007641525,0.0007531336,0.001548404],"category_scores_gemma":[0.0008128877,0.0001881446,0.0001935884,0.0001839574,0.0007902642,0.001713091,0.001876292,0.0006497127,0.0006996808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004273209,"about_ca_system_score_gemma":0.0007720852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150883,"about_ca_topic_score_gemma":0.00126004,"domain_scores_codex":[0.9996965,0.0000549273,0.00001956055,0.00005478563,0.0001201398,0.00005418196],"domain_scores_gemma":[0.9996165,0.00007161234,0.00006633009,0.00009214422,0.00008969061,0.00006359877],"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":[0.0004224526,0.0003653057,0.007899523,0.0002224206,0.0001445546,0.0007075127,0.001017112,0.4226265,0.1338864,0.210556,0.004512693,0.2176395],"study_design_scores_gemma":[0.0000287309,0.0001846669,0.0004111159,0.00002152972,0.00002131905,0.0001059983,0.0000820611,0.9399323,0.01777334,0.02320208,0.01821755,0.00001922571],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1765738,0.0004101492,0.8000624,0.000892862,0.0001232894,0.0002238817,0.00004824631,0.002333878,0.01933156],"genre_scores_gemma":[0.9394583,0.0002079335,0.05449979,0.0001751216,0.00002700754,0.0000909856,0.00005500303,0.00002485994,0.005461045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001548404,"threshold_uncertainty_score":0.005179942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006522517408920024,"score_gpt":0.2362488742040366,"score_spread":0.2297263567951166,"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."}}