{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001548892,0.001412555,0.0006959056,0.001616073,0.0006795016,0.001648176,0.00185605,0.001065722,0.00203914],"category_scores_gemma":[0.003548764,0.0005372014,0.001131589,0.0009606425,0.0009260199,0.001973684,0.001295363,0.001728562,0.0003367144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002355453,"about_ca_system_score_gemma":0.002569561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01459143,"about_ca_topic_score_gemma":0.01046453,"domain_scores_codex":[0.9992446,0.000311842,0.00002903049,0.00008628265,0.0002699241,0.00005836378],"domain_scores_gemma":[0.9985152,0.0008931684,0.000184083,0.0001525679,0.0001859241,0.00006913926],"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":[0.00001441507,0.0000415012,0.0009616939,0.00006824573,0.00003708443,0.00006796676,0.00006990492,0.8635615,0.0009779,0.1162397,0.001377973,0.01658211],"study_design_scores_gemma":[0.000002762893,0.00001250097,0.0001637992,0.00001794997,0.00000997914,0.00001992471,0.00002086642,0.9717296,0.0003336332,0.02330785,0.004371402,0.000009757107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008470883,0.0006837341,0.9697192,0.001322597,0.0001181358,0.0001614846,0.0005764426,0.0007156744,0.01823178],"genre_scores_gemma":[0.4221138,0.002748101,0.5657499,0.0005599369,0.0003310508,0.001007649,0.0006505831,0.0003039155,0.006535074],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01459143,"threshold_uncertainty_score":0.02901298,"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."}}