{"id":"W4220931608","doi":"10.1016/j.future.2022.03.018","title":"SLO-aware dynamic self-adaptation of resources","year":2022,"lang":"en","type":"article","venue":"Future Generation Computer Systems","topic":"Software-Defined Networks and 5G","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ericsson (Canada); École de Technologie Supérieure","funders":"","keywords":"Computer science; Cloud computing; Distributed computing; Virtual network; Integer programming; Mathematical optimization; Network topology; Virtual machine; Algorithm; Computer network","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":[0.0003869326,0.0001663404,0.0002367561,0.0001660815,0.0004025025,0.0001931242,0.0006891578,0.00006446918,0.00001029935],"category_scores_gemma":[0.000001784125,0.0001630428,0.00008496779,0.0005721212,0.000009263474,0.0002421565,0.0003093097,0.000162106,0.000007639931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001052101,"about_ca_system_score_gemma":0.00007172125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004959637,"about_ca_topic_score_gemma":0.00001594666,"domain_scores_codex":[0.9980348,0.0003469382,0.0004385735,0.0004323836,0.0005417994,0.0002055001],"domain_scores_gemma":[0.9988759,0.00005363539,0.000296759,0.0005595354,0.0001526997,0.0000615314],"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":[0.000007427988,0.0001277669,0.0004187197,0.00007411573,0.00007477974,0.00001552018,0.007270817,0.8095682,0.0001386916,0.01396633,0.1398422,0.02849544],"study_design_scores_gemma":[0.0002347131,0.0001502327,0.0002860375,0.000008120612,0.0000059467,0.00004549027,0.0001635356,0.8195425,0.00001247012,0.000007236114,0.1793953,0.0001483697],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01559636,0.001941538,0.9407407,0.0004022372,0.04062838,0.0002876593,0.00001290791,0.0003566353,0.00003358909],"genre_scores_gemma":[0.8736357,0.00003739434,0.09128067,0.0005023672,0.03384949,0.0002016438,0.0001794592,0.00003890145,0.0002743466],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8580394,"threshold_uncertainty_score":0.6648691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0110899325674944,"score_gpt":0.2000053339527124,"score_spread":0.188915401385218,"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."}}