{"id":"W4386630236","doi":"10.3390/e25091325","title":"Design of Multi-User Noncoherent Massive SIMO Systems for Scalable URLLC","year":2023,"lang":"en","type":"article","venue":"Entropy","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Scalability; Database","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":[0.0001192724,0.0001252131,0.000215318,0.00009142539,0.00003343173,0.00001573645,0.00009789791,0.00006922653,0.00001386679],"category_scores_gemma":[0.00004871752,0.0001235785,0.00004254606,0.0002216314,0.00001226687,0.0001028551,0.00001594028,0.00003706653,0.000100438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009772079,"about_ca_system_score_gemma":0.00001246775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008798954,"about_ca_topic_score_gemma":6.944821e-7,"domain_scores_codex":[0.9992186,0.000022527,0.0002699986,0.0001399495,0.00009712225,0.0002518164],"domain_scores_gemma":[0.9994946,0.00011885,0.00006585813,0.0001905972,0.0000817501,0.00004830386],"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":[0.0000100135,0.00001082373,0.00006534097,0.0002076095,0.00003655872,0.000001645187,0.0001184459,0.9625572,0.03107579,0.0006802712,0.005148743,0.00008756085],"study_design_scores_gemma":[0.0007688386,0.00003743481,0.00002305217,0.00007865033,0.00001432161,6.570552e-7,0.0001640552,0.9838271,0.01208847,0.00002421489,0.002843642,0.0001295397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001266702,0.0004432471,0.9958351,0.000009889558,0.0008785187,0.001054817,0.00002788739,0.0004169055,0.00006696842],"genre_scores_gemma":[0.8963555,0.0002772908,0.09364837,0.000008496581,0.0003500117,0.001079401,0.0001008528,0.0002186426,0.007961455],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9021867,"threshold_uncertainty_score":0.5039384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02319513332778166,"score_gpt":0.2498307535593159,"score_spread":0.2266356202315342,"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."}}