{"id":"W4408145391","doi":"10.1109/mcom.001.2400476","title":"Advancing Ubiquitous Wireless Connectivity Through Channel Twinning","year":2025,"lang":"en","type":"article","venue":"IEEE Communications Magazine","topic":"Opportunistic and Delay-Tolerant Networks","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Computer network; Wireless; Ubiquitous computing; Channel (broadcasting); Wireless network; Telecommunications; Human–computer interaction","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":[],"consensus_categories":[],"category_scores_codex":[0.0004949575,0.0001946726,0.0002781968,0.000138149,0.0005642697,0.0002263524,0.002515176,0.0001006974,0.000008914936],"category_scores_gemma":[0.00002162615,0.000204954,0.00008732665,0.0009876464,0.000172599,0.0008082276,0.0007742361,0.0004076813,0.00005445103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005625,"about_ca_system_score_gemma":0.0002609754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005031366,"about_ca_topic_score_gemma":0.00006727077,"domain_scores_codex":[0.9984735,0.0002083517,0.0003719507,0.0003944715,0.0001688296,0.0003828692],"domain_scores_gemma":[0.9955415,0.001003398,0.0001060563,0.00309342,0.0001798909,0.00007571369],"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":[0.00001884023,0.000539216,0.0002814535,0.0001176776,0.0001595094,0.0000518898,0.00198306,0.001157247,0.001677066,0.3502208,0.06775638,0.5760368],"study_design_scores_gemma":[0.0002727509,0.00002930656,0.0001610457,0.0002287521,0.00001846712,0.0000215988,0.00003734293,0.9138997,0.0002008552,0.0136054,0.07128774,0.0002369952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001222628,0.002030459,0.9432567,0.005419923,0.001246643,0.0002164106,0.000005130822,0.000525446,0.0460767],"genre_scores_gemma":[0.9533449,0.000858431,0.04294366,0.001329035,0.0001008926,0.00006483271,0.00001708951,0.00001368769,0.001327405],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9521223,"threshold_uncertainty_score":0.8357783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03230287786345041,"score_gpt":0.3013267126521461,"score_spread":0.2690238347886956,"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."}}