{"id":"W4417053768","doi":"10.23919/eusipco63237.2025.11226124","title":"Enhanced Beampattern Synthesis Using Electromagnetically Reconfigurable Antennas","year":2025,"lang":"","type":"article","venue":"","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Harmonics; Manifold (fluid mechanics); Radiation pattern; Phase (matter); Radiation; Wireless; Topology (electrical circuits)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002388911,0.0004652917,0.0005588793,0.0003596465,0.0002088658,0.0002526251,0.0003153193,0.0003436829,0.003897518],"category_scores_gemma":[0.0002478302,0.0005059122,0.0001570697,0.001076586,0.00008374224,0.0002955266,0.00003301524,0.0003293679,0.0001747176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002383358,"about_ca_system_score_gemma":0.0001896678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001375194,"about_ca_topic_score_gemma":0.00002130499,"domain_scores_codex":[0.9975845,0.00009217608,0.0007235256,0.0005537909,0.0001920105,0.000854033],"domain_scores_gemma":[0.9988499,0.0001856122,0.00007198468,0.0004773724,0.0002711051,0.0001440489],"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":[0.00007915615,0.0001022636,0.00005055349,0.0003239379,0.0002810689,0.00001056643,0.0001262945,0.01318144,0.9599797,0.002118722,0.0006062108,0.02314008],"study_design_scores_gemma":[0.0003037828,0.00007089991,0.0002283353,0.000480634,0.0002315332,0.000006463925,0.0001380717,0.7457796,0.2518842,0.0002267341,0.0001706206,0.0004791448],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02173962,0.001258024,0.8566788,0.0003039924,0.0006829448,0.0003801938,0.000006100788,0.0002933646,0.118657],"genre_scores_gemma":[0.9692791,0.001436772,0.01632994,0.0004260913,0.00008998309,0.00002646766,0.000005154856,0.00007253432,0.01233397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9475394,"threshold_uncertainty_score":0.9997392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01041053829667655,"score_gpt":0.2236980120925743,"score_spread":0.2132874737958977,"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."}}