{"id":"W4309225968","doi":"10.1109/nof55974.2022.9942521","title":"Bandwidth Prediction in 5G Mobile Networks Using Informer","year":2022,"lang":"en","type":"article","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Computer science; Bandwidth (computing); Mobile telephony; Telecommunications; Mobile radio","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":[0.0008544787,0.001131888,0.0006906794,0.0008132999,0.0002861371,0.0005940342,0.0009137566,0.0008275278,0.0009314412],"category_scores_gemma":[0.002179417,0.0002480479,0.0004897054,0.001074428,0.0002936328,0.001217698,0.000482101,0.001056028,0.0004569482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006814464,"about_ca_system_score_gemma":0.0004364617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.016886,"about_ca_topic_score_gemma":0.01678619,"domain_scores_codex":[0.9996994,0.00008908228,0.0000174604,0.00008884524,0.00005195837,0.00005328867],"domain_scores_gemma":[0.9994473,0.0003159677,0.00004971507,0.0000602955,0.0001058254,0.00002100296],"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":[0.0003295885,0.0001392603,0.007606671,0.00008552541,0.0000667907,0.0001475191,0.00005529456,0.8742394,0.001768417,0.002884394,0.005929805,0.1067474],"study_design_scores_gemma":[0.000004697384,0.00001830064,0.000634178,0.000005549702,0.000007645986,0.0000192198,0.000008710872,0.997345,0.0004493536,0.001060464,0.0004418225,0.0000050208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3573536,0.004173546,0.6175354,0.002897163,0.0006520817,0.0001125618,0.005764282,0.004960786,0.00655072],"genre_scores_gemma":[0.9532999,0.0008551463,0.03886893,0.0003231751,0.0001132272,0.00005963617,0.004424339,0.00005407838,0.002001702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.016886,"threshold_uncertainty_score":0.03357542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006209943545476771,"score_gpt":0.2001155329014153,"score_spread":0.1939055893559386,"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."}}