{"id":"W3191416202","doi":"","title":"Evolution of NOMA Toward Next Generation Multiple Access (NGMA).","year":2021,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Wireless Communication Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of Manitoba","funders":"","keywords":"Noma; Computer science; Wireless; Telecommunications link; Flexibility (engineering); Computer network; Wireless network; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002598531,0.001146646,0.0009794683,0.001701829,0.001548714,0.003197271,0.001586189,0.002181254,0.002448941],"category_scores_gemma":[0.0058389,0.000630293,0.0006415503,0.001958047,0.002954565,0.004083979,0.003432736,0.00535802,0.001427065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001935648,"about_ca_system_score_gemma":0.002101508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002658738,"about_ca_topic_score_gemma":0.002497636,"domain_scores_codex":[0.9976203,0.0009515287,0.0001294256,0.0003775319,0.0006840446,0.0002371431],"domain_scores_gemma":[0.9961091,0.00202651,0.0004111566,0.0003922352,0.0008633212,0.0001976515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009249529,0.00005392785,0.001082634,0.0009253637,0.00007911414,0.0005491921,0.0006453774,0.01315578,0.005024403,0.811354,0.01531676,0.151721],"study_design_scores_gemma":[0.00004336796,0.0003365798,0.000939706,0.0008157891,0.00007605169,0.00184018,0.0004671432,0.115012,0.004034313,0.4385124,0.437731,0.0001914782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008177998,0.08781326,0.8251866,0.007253947,0.003782496,0.0002423355,0.0003510773,0.0004177715,0.06677461],"genre_scores_gemma":[0.3941393,0.1323293,0.4300017,0.009283727,0.009331158,0.001478163,0.000667915,0.0001877343,0.02258087],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003197271,"threshold_uncertainty_score":0.01404417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1670529164370728,"score_gpt":0.2104950133150214,"score_spread":0.04344209687794864,"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."}}