{"id":"W4389943505","doi":"10.1109/tvt.2023.3344454","title":"Rate Outage and Meta-Distribution for Uplink Networks in Finite Block-Length Regime","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"King Abdullah University of Science and Technology","keywords":"Telecommunications link; Block (permutation group theory); Computer science; Distribution (mathematics); Electronic engineering; Mathematics; Mathematical optimization; Engineering; Computer network; Combinatorics; Mathematical analysis","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":[0.0002038773,0.0001994312,0.0003296019,0.0004351836,0.00009492654,0.00001402711,0.0000978095,0.0003939139,0.000004876961],"category_scores_gemma":[0.00001819087,0.000209931,0.00008578724,0.0009785095,0.00005316965,0.0001027617,0.00000166913,0.0003405601,0.00001577793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008226376,"about_ca_system_score_gemma":0.000006963659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004064329,"about_ca_topic_score_gemma":0.00003433972,"domain_scores_codex":[0.9990367,0.00002371771,0.0002854123,0.0002839235,0.00004517339,0.000325038],"domain_scores_gemma":[0.9994715,0.0001252391,0.00003921476,0.0002840003,0.00004451432,0.00003548571],"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":[0.00001040991,0.00001401821,0.000003033307,0.00003440342,0.0001698149,0.000009375139,0.00001987735,0.996082,0.0009712346,0.0001691176,0.00005017995,0.002466516],"study_design_scores_gemma":[0.0005843454,0.00006259889,0.000008314017,0.00001668235,0.0002631873,0.00001139304,0.00004671169,0.9865237,0.0107745,0.0004963228,0.001003299,0.0002089247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01282616,0.0002763822,0.9841307,0.0003463792,0.0002595934,0.0006079473,0.00007085469,0.001471712,0.00001031963],"genre_scores_gemma":[0.9966931,0.0003592639,0.001949533,0.00001699574,0.00001530439,0.0006871757,0.000049492,0.00005350178,0.0001756196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9838669,"threshold_uncertainty_score":0.8560737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01409547911455681,"score_gpt":0.2291357949746953,"score_spread":0.2150403158601385,"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."}}