{"id":"W4408697482","doi":"10.1109/ojcoms.2025.3553108","title":"Meeting Stringent QoS Requirements in AAV-Assisted Networks: Resource Allocation and AAVs Positioning","year":2025,"lang":"en","type":"article","venue":"IEEE Open Journal of the Communications Society","topic":"UAV Applications and Optimization","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Université de Montréal; Université du Québec à Montréal","funders":"","keywords":"Quality of service; Computer science; Resource allocation; Resource (disambiguation); Computer network","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":[0.0007689201,0.00008050162,0.0001284304,0.00004621749,0.0003759779,0.0001585211,0.001107068,0.00005813315,0.000002010976],"category_scores_gemma":[0.00001940357,0.00007175139,0.00005998153,0.0006261862,0.0000580316,0.0002463138,0.000302065,0.0002934074,3.572984e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002263426,"about_ca_system_score_gemma":0.00004619952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002748758,"about_ca_topic_score_gemma":0.0000439554,"domain_scores_codex":[0.999168,0.0001146496,0.000446668,0.00007110334,0.00009540848,0.0001041735],"domain_scores_gemma":[0.9989154,0.0001128196,0.0001906055,0.0006096709,0.0001437529,0.00002770458],"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":[0.00001025105,0.0001439202,0.003691519,0.00003237085,0.0001961818,1.364312e-7,0.001499927,0.964538,0.00288544,0.001836952,0.008937158,0.01622812],"study_design_scores_gemma":[0.001317905,0.00002154547,0.02073564,0.001254914,0.000145135,0.00001459863,0.002033724,0.9566062,0.001258836,0.0004343321,0.015949,0.0002281494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4526984,0.02369886,0.4385097,0.03303496,0.001585891,0.003829401,0.00002003088,0.0001966358,0.04642612],"genre_scores_gemma":[0.97558,0.002118573,0.02190815,0.0001911824,0.0000288341,0.00002950472,0.000005870899,0.00001258181,0.0001253569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5228816,"threshold_uncertainty_score":0.2925937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02846838430473258,"score_gpt":0.2913284051164227,"score_spread":0.2628600208116901,"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."}}