{"id":"W4417282877","doi":"10.1109/pimrc62392.2025.11274642","title":"On the Trade-Off Between Sum-Rate and Energy Efficiency through the Convergence of HAPS and Active RIS Technologies","year":2025,"lang":"","type":"article","venue":"","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Global Affairs Canada","keywords":"Efficient energy use; Energy consumption; Maximization; Path loss; Wireless; Convergence (economics); Relay; Quality of service","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":[0.0004112755,0.0006567899,0.0003635022,0.0002423169,0.0002130268,0.0008219833,0.0006140703,0.00036869,0.00118959],"category_scores_gemma":[0.0009712379,0.0001855781,0.0001865231,0.0003821658,0.000561623,0.0009131586,0.0006765536,0.0003813083,0.0002414212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003370273,"about_ca_system_score_gemma":0.0002084156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004175008,"about_ca_topic_score_gemma":0.0008662864,"domain_scores_codex":[0.9997403,0.00009166277,0.000006378721,0.00005036606,0.0000649025,0.00004629437],"domain_scores_gemma":[0.9995596,0.0002936283,0.00004871956,0.00003395233,0.00004741402,0.00001664259],"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":[0.0002412305,0.00009526319,0.001776258,0.0002442911,0.00008277367,0.0002587722,0.0001562362,0.8012455,0.07323138,0.04576067,0.000492008,0.07641554],"study_design_scores_gemma":[0.00001174943,0.0002926581,0.000919884,0.00002099954,0.00004400281,0.0001670309,0.00009282528,0.9698449,0.01762414,0.00944874,0.001518909,0.00001420144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3931147,0.001575349,0.5754341,0.0002118691,0.00004162156,0.00004739941,0.0000532024,0.0001858587,0.0293358],"genre_scores_gemma":[0.9816812,0.0005490244,0.01628957,0.00002938083,0.0000150712,0.00001456211,0.00001577702,0.00002042528,0.001384834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00118959,"threshold_uncertainty_score":0.003979564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475933022415814,"score_gpt":0.2467481836873946,"score_spread":0.2319888534632364,"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."}}