{"id":"W4383503511","doi":"10.1109/jiot.2023.3293028","title":"A Novel Mathematical Framework for Modeling Application-Specific IoT Traffic","year":2023,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Network Security and Intrusion Detection","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Traffic generation model; Distributed computing; Computer network; Orchestration; Resource allocation; Flexibility (engineering)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001559641,0.001304515,0.0005698919,0.001039117,0.0005573115,0.001239596,0.00191404,0.001461562,0.002037728],"category_scores_gemma":[0.003094654,0.0004664386,0.001293858,0.001120966,0.0009626665,0.002181088,0.0009179757,0.002090803,0.0005795253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001501934,"about_ca_system_score_gemma":0.00169792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00516908,"about_ca_topic_score_gemma":0.003105399,"domain_scores_codex":[0.9991934,0.000214652,0.00005009006,0.0001182205,0.000312473,0.0001111988],"domain_scores_gemma":[0.9989409,0.0004885161,0.0001637926,0.00008546576,0.0002686617,0.00005269794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001378696,0.00004726234,0.0005408849,0.00005326364,0.00002099084,0.0001381824,0.00006001908,0.669753,0.002799544,0.3162022,0.002095803,0.008275077],"study_design_scores_gemma":[0.000001763914,0.000006775916,0.00003543673,0.000003435167,0.000003270728,0.00002127716,0.000003782567,0.9820883,0.0001223354,0.01667648,0.001033798,0.000003515547],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002801198,0.0001413105,0.9940235,0.0002539243,0.00007265186,0.00003003799,0.000104028,0.000106182,0.002467178],"genre_scores_gemma":[0.613328,0.002725808,0.3678244,0.0006080099,0.0006763156,0.0006984923,0.000676896,0.0002045639,0.01325756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00516908,"threshold_uncertainty_score":0.01089734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04003320213053742,"score_gpt":0.2828552151484942,"score_spread":0.2428220130179568,"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."}}