{"id":"W3015810695","doi":"10.1109/jsac.2020.2986612","title":"Robust Online Composition, Routing and NF Placement for NFV-Enabled Services","year":2020,"lang":"en","type":"article","venue":"IEEE Journal on Selected Areas in Communications","topic":"Software-Defined Networks and 5G","field":"Computer Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Computer network; Provisioning; Distributed computing; Virtual network; Server; Network Functions Virtualization; Cloud computing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002978508,0.0001515351,0.0002162104,0.0001199695,0.0005978409,0.0002935888,0.001368041,0.00006408481,0.000004446082],"category_scores_gemma":[0.00006609518,0.0001432604,0.00004618263,0.0007959558,0.00003225459,0.0003146247,0.0002141408,0.000555247,0.00000313103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008238059,"about_ca_system_score_gemma":0.00009487329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000140519,"about_ca_topic_score_gemma":0.00009663869,"domain_scores_codex":[0.9986615,0.0001996275,0.0004519102,0.0002269579,0.0001872563,0.0002728034],"domain_scores_gemma":[0.9979429,0.0007155359,0.0002499459,0.000579935,0.0003368473,0.0001748517],"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":[0.001670597,0.007427266,0.06891701,0.0004805445,0.00117739,0.00009486599,0.03193425,0.6605764,0.01091178,0.08719686,0.03237932,0.09723372],"study_design_scores_gemma":[0.001929576,0.0004746052,0.007362735,0.0003569941,0.00002872201,0.00009943249,0.0002084596,0.983175,0.00020673,0.001138108,0.004713355,0.000306241],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1596204,0.00187557,0.778485,0.05788225,0.0004006415,0.0008599772,0.0000550023,0.0004090669,0.0004121113],"genre_scores_gemma":[0.888355,0.0006544235,0.1077389,0.002977967,0.000175555,0.00002543895,0.00004861101,0.00001582129,0.000008371455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7287346,"threshold_uncertainty_score":0.5841989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05958170375065332,"score_gpt":0.2839066002705627,"score_spread":0.2243248965199094,"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."}}