{"id":"W4408145489","doi":"10.1109/tcomm.2025.3547764","title":"Toward Zero Touch Networks: Cross-Layer Automated Security Solutions for 6G Wireless Networks","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Communications","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Ontario Tech University","funders":"","keywords":"Computer science; Wireless; Computer network; Layer (electronics); Zero (linguistics); Physical layer; Wireless network; Telecommunications; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001930967,0.0009825325,0.0005621546,0.0007983061,0.0004530727,0.001295723,0.001409362,0.001114462,0.001331819],"category_scores_gemma":[0.003257459,0.0003218376,0.0006742554,0.0003698476,0.0008735578,0.002899382,0.002592198,0.001963558,0.0005622429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006142606,"about_ca_system_score_gemma":0.0009166268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001803489,"about_ca_topic_score_gemma":0.001777819,"domain_scores_codex":[0.9986082,0.0004379906,0.00006709294,0.0002784019,0.000476419,0.0001319158],"domain_scores_gemma":[0.9988486,0.0003729161,0.0001911939,0.0003548425,0.0001794951,0.00005297544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002306654,0.0001482001,0.003259009,0.000157911,0.0001246614,0.0001717973,0.000290627,0.3555864,0.02273901,0.03705226,0.006790216,0.5734493],"study_design_scores_gemma":[0.000008950874,0.00006939392,0.0003561847,0.00001539622,0.00001279975,0.00007571891,0.00003185914,0.974651,0.004974362,0.0153315,0.004460141,0.00001258537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01041691,0.000647105,0.9857661,0.0003482816,0.00004516256,0.00004051617,0.00004234384,0.001803701,0.000889954],"genre_scores_gemma":[0.6200849,0.0009361317,0.3752576,0.0005431052,0.00009795295,0.00009406453,0.0004039198,0.000172173,0.002410246],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001930967,"threshold_uncertainty_score":0.01021206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03211102483972217,"score_gpt":0.3004036182890676,"score_spread":0.2682925934493454,"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."}}