{"id":"W4391014820","doi":"10.1002/9781394180523.ch1","title":"Next Generation Multiple Access Toward 6G","year":2024,"lang":"en","type":"other","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":[0.0002674338,0.0007177719,0.0003877679,0.0004289457,0.0003662986,0.001639139,0.0005106386,0.001033822,0.02163609],"category_scores_gemma":[0.0005399951,0.0002606597,0.0002451927,0.0008336242,0.0005530181,0.001611749,0.0007687905,0.002517254,0.01172449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006451587,"about_ca_system_score_gemma":0.0004832642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005993876,"about_ca_topic_score_gemma":0.0008831481,"domain_scores_codex":[0.9997244,0.00005347394,0.000006895466,0.00004043683,0.0001512627,0.0000234319],"domain_scores_gemma":[0.999855,0.00004960892,0.00001258804,0.00002158695,0.00004765928,0.00001337189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004105149,0.00003037212,0.0001452966,0.0004758907,0.00002086794,0.0001441793,0.0002110291,0.00949249,0.005841291,0.3923687,0.1796791,0.4115498],"study_design_scores_gemma":[0.000002571406,0.00002370952,0.0001100241,0.0001348484,0.000003914484,0.0001689374,0.00003956057,0.007522127,0.001004131,0.05134213,0.9396386,0.000009546116],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004045374,0.08851379,0.2616327,0.008463673,0.008202557,0.00008160718,0.000322042,0.0017665,0.6269717],"genre_scores_gemma":[0.0538931,0.1314275,0.1042391,0.004258198,0.005336112,0.0001527291,0.0005234503,0.0006628602,0.699507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02163609,"threshold_uncertainty_score":0.07237995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05510328485448514,"score_gpt":0.2770080111060425,"score_spread":0.2219047262515573,"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."}}