{"id":"W2558955488","doi":"10.1109/lcomm.2016.2635146","title":"Virtual Small Cells Formation in 5G Networks","year":2016,"lang":"en","type":"article","venue":"IEEE Communications Letters","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Macrocell; Base station; Computer science; Computer network; Small cell; Virtual network; Cellular network; Mobile telephony; 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":[0.0001059239,0.0001024145,0.0001013919,0.0001288115,0.00005532003,0.00001741998,0.00044632,0.00005737249,0.000005425047],"category_scores_gemma":[0.00001083031,0.0000936392,0.00002706009,0.000208375,0.00004608626,0.0003654659,0.00003045603,0.0001196833,0.00006704855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001944827,"about_ca_system_score_gemma":0.000003049048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001185501,"about_ca_topic_score_gemma":0.0001689356,"domain_scores_codex":[0.9993431,0.00006670579,0.0002844427,0.0000829196,0.00004571572,0.000177109],"domain_scores_gemma":[0.9988103,0.0001548139,0.00004790996,0.0009317783,0.00002313769,0.0000320823],"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":[0.000001797217,0.00001039257,0.00005003359,0.000006161932,0.000006088497,5.855713e-7,0.0002356756,0.8340398,0.1532455,0.0001839708,0.001669912,0.01055006],"study_design_scores_gemma":[0.001208129,0.00002061684,0.000360964,0.0003384071,0.00001373296,0.0000117915,0.0001459878,0.9526358,0.0356445,0.00006150379,0.008994295,0.0005642376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02737363,0.0001329626,0.97004,0.001053179,0.0003012956,0.0002116124,0.000004812651,0.0002401347,0.0006423757],"genre_scores_gemma":[0.9899389,0.0004402641,0.009198743,0.0002110087,0.00004188286,0.00008448976,0.00001505037,0.00002954497,0.00004010643],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9625653,"threshold_uncertainty_score":0.3818496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01753526771065479,"score_gpt":0.2154703436362561,"score_spread":0.1979350759256013,"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."}}