{"id":"W4255434292","doi":"10.1002/9781119293132.ch10","title":"Beampattern Design","year":2017,"lang":"en","type":"other","venue":"","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; Université du Québec à Montréal","funders":"","keywords":"Computer science; Invariant (physics); Differential (mechanical device); LTI system theory; Symmetry (geometry); Control theory (sociology); Algorithm; Mathematics; Artificial intelligence; Linear system; Engineering; Mathematical analysis; Aerospace engineering; Geometry","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":[0.0005874218,0.00135167,0.0007343591,0.0009730874,0.0005035534,0.002016091,0.001258858,0.001052452,0.01915799],"category_scores_gemma":[0.001581033,0.0006423132,0.0006881059,0.001401647,0.0006097886,0.00152653,0.001427221,0.00119811,0.01110423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008233849,"about_ca_system_score_gemma":0.0005298041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004624561,"about_ca_topic_score_gemma":0.0005629481,"domain_scores_codex":[0.9990699,0.0001472423,0.00005497816,0.0001751486,0.000471518,0.00008126509],"domain_scores_gemma":[0.999343,0.0001271685,0.00007258478,0.0001354949,0.0002838643,0.00003789584],"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":[0.0002292025,0.00009228892,0.0008795363,0.0006447836,0.00008589215,0.0001961753,0.0001768767,0.04429247,0.08805484,0.1620835,0.02522426,0.6780401],"study_design_scores_gemma":[0.0001035416,0.0003833609,0.001300068,0.0003678855,0.00009659462,0.001933503,0.0001905352,0.1965633,0.1123698,0.09157401,0.5949832,0.0001343122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001349338,0.0009198124,0.9652105,0.0001241219,0.0001643372,0.0001092415,0.0002134138,0.0005464415,0.03136276],"genre_scores_gemma":[0.08591952,0.004189945,0.8557351,0.0005840953,0.0002240609,0.0007028629,0.001451859,0.0009883336,0.05020435],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01915799,"threshold_uncertainty_score":0.06408983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01892076532463242,"score_gpt":0.205753781901513,"score_spread":0.1868330165768806,"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."}}