{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000802671,0.0000611395,0.00007065365,0.00008637963,0.00005069858,0.000008030644,0.00004171158,0.00002587952,0.000345107],"category_scores_gemma":[0.00000254343,0.00006930828,0.00001382737,0.0002702947,0.000003744759,0.0002028995,0.0000190962,0.0001174682,0.000003399576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002191978,"about_ca_system_score_gemma":0.00000616413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003434942,"about_ca_topic_score_gemma":0.00001623401,"domain_scores_codex":[0.999556,0.00001039318,0.0001695663,0.00006894303,0.00006506868,0.0001300242],"domain_scores_gemma":[0.9998594,0.000009944727,0.00001584633,0.00008756704,0.000008246355,0.00001898637],"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":[0.000002080901,0.000004181763,0.001217129,0.00000634393,0.000003088916,7.11367e-7,0.00008678716,0.9968191,0.0001948267,0.00002851774,0.0002558693,0.001381404],"study_design_scores_gemma":[0.0001776556,0.00001461458,0.0001627512,0.000004869806,0.000001839029,0.000006624371,0.0002033555,0.996768,0.00007320329,0.000008587664,0.002510677,0.00006782841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03714648,0.0001875986,0.9504764,0.000001186515,0.0006123511,0.0002945909,0.00000466124,0.0003035142,0.01097322],"genre_scores_gemma":[0.9971697,0.0000110656,0.002273854,0.00001426249,0.00005090257,0.0001070487,0.00002309047,0.00002075337,0.0003293757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9600232,"threshold_uncertainty_score":0.3778679,"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."}}