{"id":"W7125800591","doi":"10.1109/icit64950.2025.11049299","title":"Securing Smart Supply Chains with Adaptive AI Agents: A Virtual Simulation Framework","year":2025,"lang":"","type":"article","venue":"","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Humber Polytechnic","funders":"","keywords":"Reinforcement learning; Supply chain; Scalability; Anomaly detection; Cloud computing; Convolutional neural network; Intrusion detection system; Artificial neural network","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":[0.0007344129,0.0004864726,0.0004117472,0.0004482863,0.0005714627,0.001313,0.001397809,0.0009614423,0.001498303],"category_scores_gemma":[0.001710411,0.0002922007,0.0004745812,0.0002436086,0.001150588,0.00136783,0.001628912,0.0008264742,0.0001494437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009860656,"about_ca_system_score_gemma":0.001526477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009534298,"about_ca_topic_score_gemma":0.006228558,"domain_scores_codex":[0.9997159,0.0001205439,0.00001384202,0.00004315712,0.00006575757,0.00004077019],"domain_scores_gemma":[0.9993083,0.0003276159,0.00008783811,0.00008183556,0.0001091028,0.00008533567],"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":[0.00001746513,0.00001591824,0.0004211033,0.000008935533,0.00001255441,0.00002782692,0.00003744654,0.9886138,0.0005726152,0.007666828,0.0001036324,0.002501755],"study_design_scores_gemma":[0.000003386876,0.000007493759,0.00002971704,0.000001889883,0.000002240991,0.000003396132,0.000007337947,0.9975818,0.0001241911,0.001911063,0.0003253913,0.000002086309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1114021,0.0001919282,0.8743799,0.0008222913,0.00008010975,0.0001338923,0.0001026664,0.0009351308,0.01195204],"genre_scores_gemma":[0.914147,0.0001764472,0.08295465,0.00009263013,0.00002184105,0.0001422532,0.00007521216,0.00004522757,0.002344685],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009534298,"threshold_uncertainty_score":0.01895761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208923825786647,"score_gpt":0.2626407672493965,"score_spread":0.25055152899153,"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."}}