{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008391109,0.0001184149,0.0002028198,0.0002060296,0.0001200071,0.000208794,0.0009053393,0.0001237301,0.0000210481],"category_scores_gemma":[0.00007660618,0.0001067103,0.0001855582,0.0003729167,0.000030993,0.0003343032,0.00008483464,0.000446911,0.00006283024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003906412,"about_ca_system_score_gemma":0.00002612621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002572977,"about_ca_topic_score_gemma":3.880003e-7,"domain_scores_codex":[0.9986377,0.00002132646,0.0005099619,0.0002324431,0.0003411621,0.0002574334],"domain_scores_gemma":[0.9989744,0.0002482264,0.0002479484,0.0002576815,0.0001747274,0.00009702979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001527187,0.0004011288,0.000003015215,0.0001614389,0.0001623104,0.00001105763,0.01685794,0.2104519,0.01970654,0.4798782,0.01110869,0.261105],"study_design_scores_gemma":[0.0001826028,0.00008604595,0.00000128253,0.0001735889,0.000005410343,0.000150977,0.00004080191,0.8578051,0.002035045,0.1380931,0.001329522,0.00009660967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07691418,0.00007033551,0.9209562,0.0006945708,0.001027887,0.0001407113,7.64038e-7,0.0001338402,0.00006151931],"genre_scores_gemma":[0.7304617,0.00004537502,0.2688299,0.0001532825,0.0004085801,0.00001764948,5.029308e-7,0.0000142406,0.00006876963],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6535476,"threshold_uncertainty_score":0.4351521,"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."}}