{"id":"W4387523695","doi":"10.36227/techrxiv.24247141","title":"Multi-band Wireless Communication Networks: Fundamentals, Challenges, and Resource Allocation","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; York University","funders":"","keywords":"Computer science; Resource allocation; Wireless network; Key (lock); Quality of service; Wireless; Radio spectrum; Frequency allocation; Transmission (telecommunications); Computer network; Resource (disambiguation); Telecommunications; Distributed computing; Computer security","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":[0.0007085736,0.0007383663,0.0004829501,0.0005452108,0.0005667541,0.002681237,0.001114855,0.001451745,0.002844853],"category_scores_gemma":[0.001145783,0.0003855469,0.0002577355,0.00138882,0.000834192,0.003020035,0.001116203,0.002263593,0.0009701767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009009874,"about_ca_system_score_gemma":0.0008523981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001211198,"about_ca_topic_score_gemma":0.00121445,"domain_scores_codex":[0.9993844,0.000197439,0.00002936232,0.00008468731,0.0002320591,0.00007209094],"domain_scores_gemma":[0.9996469,0.0001944769,0.00003767304,0.00003507119,0.00006228009,0.00002359777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000509505,0.00008809799,0.0006718191,0.001014184,0.00003589985,0.0002177217,0.0002609468,0.1314883,0.00579468,0.4151469,0.02148386,0.4237466],"study_design_scores_gemma":[0.00001260664,0.0001252366,0.0007726901,0.0006517736,0.00002710698,0.000653055,0.0004636178,0.4781322,0.0029571,0.2562618,0.2598851,0.00005754376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01179243,0.1771596,0.7294602,0.006868824,0.001651676,0.0001423915,0.0001611515,0.0003916575,0.07237212],"genre_scores_gemma":[0.3616781,0.3136759,0.2855972,0.00206877,0.005084103,0.0005321183,0.0003824386,0.0002302875,0.03075116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002844853,"threshold_uncertainty_score":0.009516954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04946816822835597,"score_gpt":0.259788831905016,"score_spread":0.21032066367666,"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."}}