{"id":"W2122967547","doi":"10.1109/wcncw.2010.5487650","title":"QoS-Aware Radio-and-Fiber (R&F) Access-Metro Networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Advanced Photonic Communication Systems","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Computer network; Radio over fiber; Testbed; Computer science; Quality of service; Access network; Wireless; Wireless network; WiMAX; Telecommunications","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003512687,0.0004235249,0.0004836545,0.0001867009,0.000199307,0.0002374659,0.001031346,0.0003167693,0.003836069],"category_scores_gemma":[0.00008710579,0.0004112468,0.0001285247,0.0005230205,0.0001130926,0.0005557355,0.0003852666,0.00104497,0.0008388538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009881124,"about_ca_system_score_gemma":0.00002741457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001436047,"about_ca_topic_score_gemma":0.002892075,"domain_scores_codex":[0.9979859,0.00006919941,0.0006171179,0.0004274363,0.0002968386,0.0006035335],"domain_scores_gemma":[0.9969088,0.0003860022,0.0001042375,0.002166999,0.0001226178,0.0003113305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002451595,0.000489865,0.0387396,0.001026908,0.001666183,0.00001231963,0.004075136,0.3993781,0.05555247,0.007705725,0.3646469,0.1264617],"study_design_scores_gemma":[0.0004572292,0.000005805089,0.002054873,0.00003497417,0.00002443025,0.00004605003,0.0000362504,0.009158603,0.0002223091,0.0001737928,0.9872159,0.0005697982],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3506258,0.004884716,0.5276475,0.0005762468,0.005620683,0.0016891,0.00006362944,0.004795401,0.1040969],"genre_scores_gemma":[0.9509444,0.0004391605,0.03309552,0.0001709055,0.0006370699,0.0001584761,0.0001322552,0.0001876225,0.01423459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.622569,"threshold_uncertainty_score":0.9999391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0301982666639384,"score_gpt":0.2948067027373997,"score_spread":0.2646084360734613,"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."}}