{"id":"W3204157447","doi":"10.17762/de.vi.4924","title":"An Ensemble Approach to Control Network Traffic on IoT","year":2021,"lang":"en","type":"article","venue":"Design Engineering","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Network packet; Interrupt; Internet of Things; Computer network; Computer security; Server; Task (project management); Embedded system; Microcontroller; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003017435,0.0001262421,0.0001422668,0.00006393723,0.0000898056,0.0001403505,0.0003081494,0.0000655035,0.000005282727],"category_scores_gemma":[0.00002620102,0.0001350374,0.00004246149,0.0005632199,0.000003182107,0.0001299745,0.00002979466,0.0001625761,0.00003532536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003525515,"about_ca_system_score_gemma":0.00002465946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001078143,"about_ca_topic_score_gemma":6.520438e-7,"domain_scores_codex":[0.9989616,0.00007487529,0.0001344846,0.0003423175,0.0001690357,0.0003177475],"domain_scores_gemma":[0.9992911,0.00009027809,0.00001848627,0.0004108663,0.0000400725,0.0001492281],"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":[0.000007740969,0.00004404016,5.498665e-7,0.000004355245,0.000008031016,0.00001134968,0.000151136,0.9673738,0.004405291,0.01074042,0.0007155282,0.01653774],"study_design_scores_gemma":[0.0001861927,0.0001474797,0.00007491395,0.00001903981,0.000003086294,0.00002297035,0.000002983565,0.9916024,0.004693177,0.00008992568,0.002992152,0.0001657165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01112749,0.00008442382,0.9872907,0.00008579078,0.0005570967,0.0001447216,2.794707e-7,0.0003544253,0.0003550498],"genre_scores_gemma":[0.8298544,0.000003524756,0.169259,0.0004464811,0.0003697893,0.00002525495,0.000001020108,0.00001334328,0.00002719896],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8187268,"threshold_uncertainty_score":0.5506666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01506478511024161,"score_gpt":0.1997826997497045,"score_spread":0.1847179146394629,"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."}}