{"id":"W4414539013","doi":"10.1109/icc52391.2025.11160724","title":"Decentralized Unlicensed Spectrum Management in Beyond 5G Heterogeneous Networks","year":2025,"lang":"en","type":"article","venue":"","topic":"Cooperative Communication and Network Coding","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Université de Montréal","funders":"","keywords":"Heterogeneous network; Spectrum management; Hoarding (animal behavior); Base station; Spectrum (functional analysis); Resource management (computing); Cellular 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001246581,0.0002390412,0.0004589284,0.0002790201,0.0006354889,0.0008259332,0.001012269,0.0004613041,0.0005395454],"category_scores_gemma":[0.001504063,0.0001622239,0.0002366109,0.0003419068,0.0008635083,0.001093849,0.001118462,0.0005410404,0.00009028969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008998137,"about_ca_system_score_gemma":0.0009667285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002368576,"about_ca_topic_score_gemma":0.002464745,"domain_scores_codex":[0.9992046,0.0003201323,0.00002301839,0.0001389212,0.0001837699,0.0001296497],"domain_scores_gemma":[0.999306,0.0002740293,0.0001356643,0.0001283203,0.00008361887,0.00007240082],"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":[0.000133499,0.00009813289,0.001504453,0.00004715496,0.00003850959,0.0002776403,0.0003458523,0.8432377,0.01772009,0.06393137,0.001044421,0.07162128],"study_design_scores_gemma":[0.00001254183,0.00003908541,0.0003254995,0.000004380213,0.000007660587,0.00004053634,0.00006587357,0.9819676,0.001647508,0.01471056,0.001169359,0.000009516406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1362109,0.0003648513,0.8589693,0.0002881287,0.00003445072,0.00005023192,0.00002036653,0.000192886,0.00386892],"genre_scores_gemma":[0.9774002,0.00007747807,0.02172448,0.00004476708,0.00001532249,0.00002471839,0.00001100027,0.000009794729,0.000692228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002368576,"threshold_uncertainty_score":0.006592631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144425352503086,"score_gpt":0.2708831958019837,"score_spread":0.2564406605516751,"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."}}