{"id":"W4382396221","doi":"10.1145/3558482.3590194","title":"UE Security Reloaded: Developing a 5G Standalone User-Side Security Testing Framework","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced Malware Detection Techniques","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"New York University Abu Dhabi; York University; Google","keywords":"Computer science; Computer security; User equipment; Security testing; Open source; Cellular network; The Internet; Security service; Network security; Cloud computing security; Computer network; Security information and event management; Information security; World Wide Web; Cloud computing; Operating system; Software; Base station","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009061464,0.0002583324,0.0002747651,0.0002881976,0.0003682094,0.0002180118,0.0009445849,0.0002005256,0.0000171367],"category_scores_gemma":[0.002276732,0.0002617268,0.00006803937,0.003195333,0.00005845882,0.0009239722,0.0006875205,0.0005840227,0.0001637092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002076249,"about_ca_system_score_gemma":0.0001691328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001016129,"about_ca_topic_score_gemma":0.00005960129,"domain_scores_codex":[0.9976149,0.0001177603,0.0004247207,0.0007407055,0.0004841394,0.0006178329],"domain_scores_gemma":[0.9975396,0.001024166,0.0001584829,0.0008469659,0.0002852498,0.0001455006],"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":[0.00004299956,0.0001153355,0.004701584,0.0003204102,0.00007524325,0.0005633404,0.006527991,0.0003753146,0.005251225,0.8748679,0.01139524,0.09576345],"study_design_scores_gemma":[0.0001999935,0.0001150343,0.001913386,0.0002558772,0.000004438335,0.00007195961,0.0001536247,0.0171394,0.1312207,0.8301662,0.01805055,0.000708794],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02102971,0.00003366019,0.9644144,0.00133681,0.0003791316,0.0003059866,0.000004410918,0.009059636,0.003436315],"genre_scores_gemma":[0.4503395,0.00002714711,0.5487108,0.0005884881,0.00008539596,0.00005773217,0.000001846845,0.000023676,0.0001654121],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4293098,"threshold_uncertainty_score":0.9999835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03052340380178932,"score_gpt":0.2990732795466349,"score_spread":0.2685498757448456,"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."}}