{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004687407,0.0004734983,0.0004177192,0.0003639419,0.0004480558,0.001108071,0.0007822597,0.0006619554,0.001617961],"category_scores_gemma":[0.001435472,0.0002971927,0.0003318318,0.0004525871,0.001219284,0.002787621,0.002705359,0.001219918,0.0003200144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004925721,"about_ca_system_score_gemma":0.0004612357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064864,"about_ca_topic_score_gemma":0.001208009,"domain_scores_codex":[0.9995772,0.0001212558,0.00001494368,0.00008729997,0.0001306996,0.00006864013],"domain_scores_gemma":[0.9995328,0.0001696106,0.00004304392,0.0001456556,0.00006382925,0.00004501626],"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":[0.0001590657,0.00006281047,0.001102195,0.000123544,0.00003850604,0.0004076378,0.0005132612,0.3244922,0.04594418,0.4640365,0.002166131,0.160954],"study_design_scores_gemma":[0.00001187091,0.0001076528,0.0002177137,0.00002461904,0.00002198151,0.0002557036,0.0001080789,0.8732039,0.009861916,0.1024694,0.01368741,0.00002979532],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01766341,0.0002206189,0.9761881,0.0001551571,0.00003975583,0.00001702707,0.00001958694,0.0003200925,0.005376338],"genre_scores_gemma":[0.8756918,0.0006984835,0.1204367,0.0001227444,0.00006406537,0.0000548252,0.00006049205,0.00007836544,0.002792457],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001617961,"threshold_uncertainty_score":0.005412638,"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."}}