{"id":"W4413886573","doi":"10.1109/meditcom64437.2025.11104473","title":"Low-Complexity Optimization for Multi-SpiderRIS Deployment in Massive MIMO Systems","year":2025,"lang":"en","type":"article","venue":"","topic":"Satellite Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; MIMO; Software deployment; Distributed computing; Telecommunications; Software engineering; Beamforming","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":[0.0002061275,0.0001214343,0.0001967234,0.0001801346,0.00003779252,0.00005084763,0.000219175,0.00007881649,0.00002253634],"category_scores_gemma":[0.00004392527,0.0001248325,0.00004107288,0.0002616153,0.00001634968,0.00009099105,0.00003787986,0.000069448,0.00001604513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002482617,"about_ca_system_score_gemma":0.00001658757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001713988,"about_ca_topic_score_gemma":0.0001865078,"domain_scores_codex":[0.9991426,0.00005272089,0.0004114131,0.0001460418,0.00007310101,0.0001741052],"domain_scores_gemma":[0.9993039,0.0001200444,0.00003540274,0.0004317791,0.00007702581,0.00003183469],"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":[0.000005944493,0.00004375034,0.001599604,0.0004527648,0.00003146354,4.039047e-7,0.0001959868,0.9912354,0.0003578464,0.004083436,0.0008035206,0.001189893],"study_design_scores_gemma":[0.000627696,0.000004888992,0.0008004921,0.0001501809,0.000005065519,3.665011e-7,0.0003705008,0.9919265,0.001584087,0.00002548679,0.004383125,0.0001216097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003866355,0.002079039,0.9869046,0.0001201302,0.0006619953,0.001320393,0.00001142247,0.0004541614,0.004581915],"genre_scores_gemma":[0.9316057,0.0002457326,0.06631474,0.00006674346,0.00002923521,0.0007189487,0.00004906151,0.00003911177,0.0009307213],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9277393,"threshold_uncertainty_score":0.5090522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07876817449636984,"score_gpt":0.3079517921359884,"score_spread":0.2291836176396185,"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."}}