{"id":"W2002205691","doi":"10.1109/wcnc.2014.6952520","title":"Low-complexity QoS-aware frequency provisioning in downlink multi-user multicarrier systems","year":2014,"lang":"en","type":"article","venue":"","topic":"Advanced Wireless Network Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Provisioning; Quality of service; Telecommunications link; Fading; Multi-user; Computer network; Real-time computing; Set (abstract data type); Distributed computing; Channel (broadcasting)","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":[0.0001688531,0.0002273619,0.0002690469,0.0001168216,0.00006247368,0.00005618069,0.0001712633,0.0001443997,0.00005894319],"category_scores_gemma":[0.00007594589,0.0002162005,0.00003794295,0.0002825441,0.00003948282,0.0003567901,0.00003759351,0.0002493114,0.00006790035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001443989,"about_ca_system_score_gemma":0.000009977193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007632391,"about_ca_topic_score_gemma":0.0001624314,"domain_scores_codex":[0.9986925,0.00005583108,0.0004095495,0.0002859045,0.0001618955,0.0003943617],"domain_scores_gemma":[0.9993409,0.00008511924,0.00004381095,0.0003494982,0.00007649887,0.0001041524],"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":[0.000002416203,0.00002276436,0.002787575,0.0001114184,0.000006166706,0.000002552093,0.0001236832,0.9922209,0.0007262494,0.002391137,0.00008240896,0.001522759],"study_design_scores_gemma":[0.0006421449,0.00001128448,0.002291561,0.0001490868,0.000003965993,0.000001725208,0.0000820493,0.9956483,0.000438118,0.00006269535,0.0003825222,0.0002866006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04633812,0.0001056047,0.9495357,0.00001557637,0.0007122993,0.0004795832,0.000005827602,0.0007712872,0.002035971],"genre_scores_gemma":[0.9250187,0.00002085761,0.0743359,0.00002525233,0.0001846664,0.00006294518,0.00003449515,0.00006615338,0.000251071],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8786805,"threshold_uncertainty_score":0.8816401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371902344140122,"score_gpt":0.2304127118830512,"score_spread":0.21669368844165,"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."}}