{"id":"W3119472426","doi":"10.1109/iotm.0001.2000012","title":"IoT Ecosystem on Exploiting Dynamic VNF Orchestration and Service Chaining: AI to the Rescue?","year":2020,"lang":"en","type":"article","venue":"IEEE Internet of Things Magazine","topic":"Software-Defined Networks and 5G","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Chaining; Orchestration; Computer science; Internet of Things; Service (business); Network Functions Virtualization; Ecosystem services; Distributed computing; Cloud computing; Ecosystem; Computer security; Business; Operating system; Ecology","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":[0.0009583357,0.0005820811,0.0004517583,0.0004036991,0.0008242987,0.001931227,0.001162191,0.001524533,0.002071562],"category_scores_gemma":[0.001531711,0.0002365263,0.0003711618,0.0006180754,0.001238215,0.00428257,0.002468967,0.001869288,0.0004997025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000651515,"about_ca_system_score_gemma":0.001028775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002485367,"about_ca_topic_score_gemma":0.002965006,"domain_scores_codex":[0.9996332,0.0001003072,0.00001351666,0.00006457797,0.00008329981,0.0001051933],"domain_scores_gemma":[0.9995468,0.0001308057,0.00005132267,0.0001064708,0.00008102917,0.00008346923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003104793,0.0003441839,0.005575174,0.00040272,0.0001280681,0.0009848924,0.0006366128,0.2349744,0.01779513,0.3125569,0.02685564,0.3994358],"study_design_scores_gemma":[0.00002228023,0.0001374711,0.0009081782,0.0001267917,0.00003284819,0.0004437395,0.0006966521,0.8079057,0.003470655,0.1456328,0.04058585,0.00003700332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08601259,0.004283767,0.8368462,0.01520551,0.0008424067,0.0001224233,0.0001308335,0.001083784,0.05547245],"genre_scores_gemma":[0.840003,0.003965356,0.1454127,0.001525733,0.0002761986,0.00007121197,0.0001708084,0.0001285537,0.008446556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002485367,"threshold_uncertainty_score":0.006930053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02559257940637995,"score_gpt":0.2464094941763523,"score_spread":0.2208169147699723,"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."}}