{"id":"W4211000743","doi":"10.1109/jiot.2022.3150038","title":"A Directly Connected OTA Measurement for Performance Evaluation of 5G Adaptive Beamforming Terminals","year":2022,"lang":"en","type":"article","venue":"IEEE Internet of Things Journal","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Western University","funders":"China Postdoctoral Science Foundation","keywords":"Beamforming; Computer science; Antenna (radio); MIMO; Base station; Antenna array; Throughput; Channel (broadcasting); Electronic engineering; Telecommunications; Wireless; Engineering","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":[0.0005187248,0.001284371,0.000446797,0.0009021067,0.0005070865,0.0009036418,0.0009232769,0.001372679,0.004121335],"category_scores_gemma":[0.001884551,0.0002475799,0.0005601149,0.0007131542,0.0004858451,0.001047226,0.0008227105,0.0006180477,0.001536308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007546879,"about_ca_system_score_gemma":0.0004027114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000901753,"about_ca_topic_score_gemma":0.0009808807,"domain_scores_codex":[0.9980835,0.000462305,0.00008721076,0.0003292521,0.0008534067,0.0001843061],"domain_scores_gemma":[0.9986494,0.0003825768,0.000181356,0.0002170797,0.0004788883,0.00009069023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001660989,0.0008332352,0.03200024,0.0005712135,0.000240129,0.001305726,0.001002638,0.06274885,0.7460961,0.006551374,0.004031136,0.1429583],"study_design_scores_gemma":[0.0001897567,0.003974462,0.03721139,0.00009291123,0.0002711987,0.001540474,0.0006459515,0.3435803,0.6007481,0.002599602,0.008967395,0.0001784276],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7497498,0.0002304375,0.2253709,0.0002770246,0.0003169577,0.0003116601,0.001123941,0.003473986,0.01914534],"genre_scores_gemma":[0.982989,0.00005979062,0.01479415,0.00008591838,0.00002165572,0.0001310226,0.000263481,0.00007303044,0.001581909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004121335,"threshold_uncertainty_score":0.01378721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0489495539316168,"score_gpt":0.265438714642777,"score_spread":0.2164891607111601,"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."}}