{"id":"W3013957713","doi":"10.1109/globecom42002.2020.9348277","title":"NIMA (Network Impact Modeling and Analysis): A QoS Perspective","year":2020,"lang":"en","type":"article","venue":"","topic":"Software-Defined Networks and 5G","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science; Computer network; Network traffic control; Quality of service; Packet loss; Traffic generation model; Internet traffic engineering; Network performance; Jitter; Network congestion; The Internet; Internet traffic; Network packet; Telecommunications","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":[0.0001185977,0.0001339756,0.000235849,0.00005654243,0.0001061297,0.0001918928,0.0002567749,0.00004448391,0.00004413732],"category_scores_gemma":[0.00003075466,0.0001024153,0.0001507031,0.001402616,0.0000162319,0.0002589543,0.0002300222,0.0001208047,0.00001585152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003194494,"about_ca_system_score_gemma":0.000036023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001817211,"about_ca_topic_score_gemma":0.00001828689,"domain_scores_codex":[0.9989388,0.00003290617,0.0001409242,0.0004450696,0.0001566578,0.0002856517],"domain_scores_gemma":[0.999351,0.00007471768,0.00003533472,0.000248148,0.0000784256,0.000212434],"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":[0.00002891976,0.00002305019,0.02120535,0.000003588996,0.0006593826,0.00002831576,0.002609923,0.9090827,0.000008029067,0.05746739,0.005050031,0.003833328],"study_design_scores_gemma":[0.0001446149,0.00008761859,0.002068338,0.000002688216,0.00006232759,0.000003730416,0.00007417375,0.9936672,0.000002176296,0.003698136,0.00004709694,0.0001418282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0192152,0.0008741541,0.9757465,0.001966528,0.00005168137,0.00007478386,0.000001130559,0.000272282,0.001797815],"genre_scores_gemma":[0.9560559,0.000037788,0.042187,0.001381003,0.0003013953,0.000003516827,0.000001299172,0.000006638564,0.00002544926],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9368407,"threshold_uncertainty_score":0.4176375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02347910555942774,"score_gpt":0.2660092516479398,"score_spread":0.2425301460885121,"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."}}