{"id":"W3161175365","doi":"10.1109/jiot.2021.3079115","title":"Application-Oriented Traffic Modeling of WiFi-Based Internet of Things Gateways","year":2021,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"United Arab Emirates University","keywords":"Computer science; Computer network; Cloud computing; Default gateway; Network packet; Residential gateway; Server; Gateway (web page); Traffic generation model; Real-time computing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008551303,0.0002644359,0.0005781206,0.000403182,0.00004558159,0.00009602548,0.001712432,0.0001677439,0.00002752099],"category_scores_gemma":[0.0001145474,0.000254681,0.0003623594,0.0007138174,0.0001407933,0.0006735215,0.0002088396,0.0006405907,0.000004246657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009325612,"about_ca_system_score_gemma":0.000208131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001033059,"about_ca_topic_score_gemma":0.000003842143,"domain_scores_codex":[0.9967719,0.0001652331,0.001369216,0.0004550251,0.0008632932,0.000375318],"domain_scores_gemma":[0.9966265,0.0002058666,0.001261893,0.0006444397,0.00110048,0.0001608128],"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":[0.00006547756,0.0003536437,0.0001327601,0.00009230616,0.0001210479,0.00003246759,0.005015457,0.9498609,0.03207956,0.006189203,0.0003727959,0.005684372],"study_design_scores_gemma":[0.0005334057,0.0001231556,0.000008477605,0.0006067458,0.00002450732,0.0001234531,0.00008083144,0.8145067,0.1834916,0.0002127906,0.0001218868,0.0001664799],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3736791,0.0002152705,0.6247483,0.000153025,0.0006729538,0.00005633831,8.658124e-7,0.0000431001,0.0004311247],"genre_scores_gemma":[0.9260328,0.0000267144,0.07337653,0.0002232979,0.0000730452,0.000003179844,0.000004440048,0.00002751535,0.0002325096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5523537,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271053859589379,"score_gpt":0.229776858194309,"score_spread":0.2170663195984152,"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."}}