{"id":"W7132884875","doi":"","title":"Layered Division Multiplexing Enabled Broadcast Unicast Convergence in 5G and Beyond","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Telecommunications and Broadcasting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Unicast; Multimedia Broadcast Multicast Service; Broadcasting (networking); Multicast; Multiplexing; Single-frequency network; Interference (communication); Antenna (radio); Physical layer","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"],"consensus_categories":[],"category_scores_codex":[0.0003788449,0.0007152896,0.0008372712,0.0008931,0.0003670907,0.0001913932,0.001001029,0.0008912467,0.000195254],"category_scores_gemma":[0.000849176,0.00083027,0.0001170397,0.001394512,0.0001261228,0.0002327026,0.0004507916,0.001464125,0.0000312402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002452382,"about_ca_system_score_gemma":0.0001334037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001551744,"about_ca_topic_score_gemma":0.00177927,"domain_scores_codex":[0.9972583,0.000124352,0.00086893,0.0007797181,0.0002469302,0.0007217599],"domain_scores_gemma":[0.9974671,0.0005978185,0.0002895347,0.001382306,0.0001584246,0.0001048328],"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":[0.0003658374,0.0007481995,0.01431523,0.00668995,0.0006028266,0.0001035701,0.04534774,0.1056837,0.1394424,0.01141363,0.001769582,0.6735173],"study_design_scores_gemma":[0.005623327,0.000394744,0.07432517,0.01129159,0.0002169707,0.00003032186,0.0692891,0.7743281,0.03827724,0.002676476,0.0191439,0.004403135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483577,0.02291104,0.002897578,0.001456705,0.001015425,0.001256941,0.00005386183,0.000874765,0.02117597],"genre_scores_gemma":[0.9751931,0.01008705,0.008624535,0.0000151758,0.00002265467,0.0001003618,0.0002724419,0.00007721595,0.005607435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6691142,"threshold_uncertainty_score":0.9994148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239717212512605,"score_gpt":0.3073632632262965,"score_spread":0.2849660911011705,"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."}}