{"id":"W4297973913","doi":"10.1002/spy2.271","title":"Security in<scp>5G</scp>and beyond recent advances and future challenges","year":2022,"lang":"en","type":"article","venue":"Security and Privacy","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Enabling; Computer science; Computer network; Computer security; Cloud computing; Radio access network; Cellular network; Cloud computing security; Base station","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":[0.0001655347,0.0001578265,0.0001991493,0.0001055396,0.000204075,0.00002344455,0.0002480884,0.00008834412,0.0000122853],"category_scores_gemma":[0.00007315395,0.0001735067,0.00001391234,0.0001719649,0.0001135371,0.0002720221,0.0005328056,0.000596636,6.27995e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003476202,"about_ca_system_score_gemma":0.000006779866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002502037,"about_ca_topic_score_gemma":0.00005188696,"domain_scores_codex":[0.9992235,0.0000579819,0.0001638306,0.00023148,0.0001124592,0.0002107907],"domain_scores_gemma":[0.9994034,0.000181967,0.00003978166,0.0003074088,0.00001546231,0.00005193388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001748304,0.0001255936,0.002047973,0.0008653835,0.00004850454,0.00001930268,0.05138262,0.0006611472,0.0002523415,0.05626171,0.000490927,0.887827],"study_design_scores_gemma":[0.0003907474,0.00005701416,0.001762094,0.00001363667,0.000004322366,0.00002175542,0.01648223,0.001039603,0.0005151004,0.1226619,0.8569263,0.0001253058],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5259495,0.46785,0.00002383533,0.002872942,0.0001188962,0.0001798314,0.0000224918,0.0003339056,0.002648509],"genre_scores_gemma":[0.5759449,0.423701,0.0002408256,0.00003376515,0.0000238681,0.00003745083,0.000005233533,0.00001064434,0.00000237916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8877017,"threshold_uncertainty_score":0.7075399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01256789043639068,"score_gpt":0.2352007547411444,"score_spread":0.2226328643047537,"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."}}