{"id":"W2794029223","doi":"10.25103/jestr.111.24","title":"On Virtualization and Security-Awareness Performance Analysis in 5G Cellular Networks","year":2018,"lang":"en","type":"article","venue":"Journal of Engineering Science and Technology Review","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"King Abdulaziz City for Science and Technology","keywords":"Virtualization; Computer science; Computer network; Multitenancy; Cloud computing; Cellular network; Service virtualization; Data virtualization; Software as a service; Operating system; Software","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":[0.0006154739,0.00008805875,0.0002715852,0.0008611972,0.0000425056,0.00001470964,0.000130845,0.00006047339,0.000001791804],"category_scores_gemma":[0.0001743641,0.00007693581,0.00001520734,0.003099056,0.0001131444,0.0002821173,0.00001672071,0.000153745,4.320987e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004972448,"about_ca_system_score_gemma":0.0000161101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.213086e-7,"about_ca_topic_score_gemma":0.000001163205,"domain_scores_codex":[0.9993493,0.000005324102,0.0002921342,0.000103073,0.000110005,0.000140154],"domain_scores_gemma":[0.9995695,0.00001971709,0.00008116851,0.0001147051,0.0001777989,0.00003715148],"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":[0.000002603694,0.00001504867,0.007823921,0.0009204048,0.00005875149,0.000009978526,0.00008522219,0.9690759,0.002164753,0.001889163,0.00003277703,0.01792146],"study_design_scores_gemma":[0.0001192101,0.0001115673,0.0005206933,0.001865358,0.00006902253,0.00004513725,0.000009981259,0.9951829,0.001565383,0.00006597312,0.0003223158,0.0001224567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6176819,0.05260918,0.3290392,0.00009087243,0.0002749042,0.0001594087,4.825165e-7,0.00008639275,0.00005771935],"genre_scores_gemma":[0.9729217,0.02628764,0.0007386611,0.00001644835,0.00002488485,0.000002650734,3.166444e-7,0.000006760251,9.400624e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3552398,"threshold_uncertainty_score":0.3137351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004655963833491469,"score_gpt":0.2243413146301924,"score_spread":0.2196853507967009,"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."}}