{"id":"W4411484164","doi":"10.1109/tvt.2025.3579683","title":"RIS-Aided Communication in CF-mMIMO System With Co-Existing Aerial and Ground Users: Performance Analysis and Optimization","year":2025,"lang":"en","type":"article","venue":"IEEE Transactions on Vehicular Technology","topic":"Satellite Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007467101,0.001178055,0.0006462911,0.0003084557,0.000355649,0.0009883812,0.0006225692,0.000830246,0.00136694],"category_scores_gemma":[0.001378784,0.0003057836,0.000418055,0.0007473013,0.0006822954,0.0007083649,0.000801933,0.0004761744,0.0002830906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00111389,"about_ca_system_score_gemma":0.001088822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003716428,"about_ca_topic_score_gemma":0.004339377,"domain_scores_codex":[0.9994761,0.0001750796,0.00001343872,0.00007293016,0.0001287831,0.0001335976],"domain_scores_gemma":[0.9993832,0.0003006279,0.0001067798,0.00003913566,0.0001378441,0.00003239204],"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":[0.00007806336,0.00002717811,0.0007770046,0.00005666538,0.0000266186,0.00009420542,0.00003439844,0.9746307,0.005657265,0.006580428,0.0005617162,0.01147586],"study_design_scores_gemma":[0.000005232203,0.00005623963,0.0001949111,0.000004671216,0.00001016204,0.00002613314,0.00001847421,0.9978116,0.0009172789,0.0007695283,0.0001803754,0.000005485598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1453189,0.001413095,0.8335286,0.0005732176,0.000071783,0.00008019068,0.0001323896,0.0001952452,0.01868673],"genre_scores_gemma":[0.9616453,0.000526168,0.03543063,0.00007988361,0.00003917029,0.00005993811,0.00005210166,0.0000162864,0.002150458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003716428,"threshold_uncertainty_score":0.008081913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170228554135171,"score_gpt":0.2332115036115177,"score_spread":0.221509218070166,"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."}}