{"id":"W4402978587","doi":"10.1109/ap-s/inc-usnc-ursi52054.2024.10687277","title":"2-Bit Vialess Reconfigurable Intelligent Surface Design for Dynamic Beam Control","year":2024,"lang":"en","type":"article","venue":"","topic":"Laser and Thermal Forming Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Research Centre Canada; Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Computer science; Bit (key); Beam (structure); Computer architecture; Computer hardware; Physics; Optics; Computer network","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":[0.0002176508,0.0001277909,0.0001378405,0.00004093629,0.00003055535,0.00007057621,0.0001191436,0.00006925537,0.0001982567],"category_scores_gemma":[0.000006449075,0.0001065584,0.00007687976,0.00007204468,0.00001227565,0.0001096254,0.00000475866,0.00008581495,0.0001046157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008104248,"about_ca_system_score_gemma":0.00001518094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001755652,"about_ca_topic_score_gemma":0.000008391738,"domain_scores_codex":[0.9994268,0.000007511073,0.0001577412,0.0001340651,0.00005438002,0.0002194772],"domain_scores_gemma":[0.9996449,0.0001480789,0.000005534573,0.0001346944,0.00002078046,0.00004596417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001922986,0.0001029705,0.00002789923,0.002125034,0.001012797,0.00004926993,0.0008433738,0.3623486,0.3743533,0.04494752,0.07332098,0.140676],"study_design_scores_gemma":[0.00009780336,0.00005873864,0.00000186161,0.00005991646,0.00002338843,0.000005514703,0.0000103186,0.5891525,0.3824782,0.007393604,0.02054717,0.00017097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009492489,0.0008745629,0.9787157,0.00006482454,0.000505023,0.000520254,0.00002889358,0.002366199,0.007432076],"genre_scores_gemma":[0.9896029,0.0001107361,0.007501952,0.00003570647,0.00003162821,0.0000656786,0.000008533903,0.0000522362,0.002590671],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9801103,"threshold_uncertainty_score":0.4345325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629344588387116,"score_gpt":0.2466677022038499,"score_spread":0.2303742563199787,"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."}}