{"id":"W4411109950","doi":"10.1080/03772063.2025.2506012","title":"Secure SDN-IOT Framework with Adaptive Gbell PRF-MAC and Convolutional GRU for IDS","year":2025,"lang":"en","type":"article","venue":"IETE Journal of Research","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer network; Internet of Things; Embedded system","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":[],"consensus_categories":[],"category_scores_codex":[0.001897064,0.00009134292,0.0001793397,0.0003758996,0.0003729871,0.0001732143,0.0005155471,0.0001232974,0.00001764329],"category_scores_gemma":[0.0002199204,0.00006909252,0.000066341,0.0008131225,0.0002059938,0.0003124542,0.0001876525,0.000962745,0.000003223188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008906332,"about_ca_system_score_gemma":0.0003985906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008294825,"about_ca_topic_score_gemma":0.00001263528,"domain_scores_codex":[0.9983137,0.000191218,0.0002496753,0.0002089802,0.0007122466,0.0003242048],"domain_scores_gemma":[0.9974871,0.0009215408,0.0001148944,0.0001870906,0.001160364,0.0001290487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003420015,0.0003488613,0.001871634,0.0002721265,0.0004859555,0.0001313623,0.002786298,0.001346282,0.001529587,0.7984255,0.0808652,0.1085172],"study_design_scores_gemma":[0.003948959,0.008915013,0.005193986,0.002306759,0.00004440146,0.0005324187,0.0005988815,0.1829199,0.008081893,0.5454618,0.2415514,0.0004445934],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06523382,0.002693755,0.9241998,0.006035925,0.0006278715,0.0003545323,0.000004869839,0.00002500581,0.0008244721],"genre_scores_gemma":[0.935683,0.0004149018,0.0621385,0.000258953,0.000547376,0.00001331976,3.000699e-7,0.000008526249,0.0009351734],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8704491,"threshold_uncertainty_score":0.4182702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0365658541549904,"score_gpt":0.3597583449051096,"score_spread":0.3231924907501192,"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."}}