{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004330833,0.000490275,0.000343203,0.000279909,0.0003139895,0.000951149,0.0004167407,0.0003828774,0.001434064],"category_scores_gemma":[0.000718384,0.0001858279,0.0003301763,0.0004388907,0.0003941884,0.0007297102,0.0004772421,0.0004845952,0.0003741557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001273488,"about_ca_system_score_gemma":0.0007822459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00715561,"about_ca_topic_score_gemma":0.005929124,"domain_scores_codex":[0.9996483,0.00009216368,0.000007269201,0.00003171655,0.0001531052,0.00006732475],"domain_scores_gemma":[0.9997993,0.00006389378,0.00002135126,0.00002611019,0.00007711686,0.00001224701],"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":[0.0002157831,0.00007501298,0.002026162,0.0002312006,0.00005490077,0.0004508419,0.0003953658,0.6188233,0.04385002,0.1835801,0.005542479,0.1447547],"study_design_scores_gemma":[0.000009658278,0.0001871147,0.0008504134,0.0000688409,0.00003426865,0.0002206277,0.0001018462,0.9461393,0.01293955,0.02118916,0.01822868,0.00003059589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1873427,0.004962531,0.7200425,0.00100925,0.0002549047,0.00010731,0.000429533,0.001158343,0.08469296],"genre_scores_gemma":[0.9417982,0.002544468,0.04686525,0.0001265632,0.00004383077,0.00005345089,0.0001665164,0.00004393791,0.008357869],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00715561,"threshold_uncertainty_score":0.01422787,"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."}}