{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001938041,0.0001059973,0.00009894694,0.00006044028,0.00001225995,0.0000276405,0.0001139975,0.0001409505,0.003874583],"category_scores_gemma":[0.000002393596,0.00009483739,0.0000205877,0.000009155155,0.00000952068,0.00001832195,0.000006070941,0.00005096289,0.0006523695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008223844,"about_ca_system_score_gemma":0.000003872772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001914201,"about_ca_topic_score_gemma":0.00001514028,"domain_scores_codex":[0.9997626,0.000003994297,0.00003538693,0.00006944916,0.00004291008,0.00008568745],"domain_scores_gemma":[0.9997393,0.000003438259,0.00001707759,0.0002127819,0.000003476611,0.00002395899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[2.13763e-7,0.000001019048,0.000002435445,0.00001809959,0.00001723326,0.000002277197,0.000004230821,0.0007616327,0.00001416413,0.00001552376,0.9967954,0.002367819],"study_design_scores_gemma":[0.00007028138,0.000004409236,0.000003025589,0.0000937756,0.00001000527,0.000001098732,0.000001106224,0.05567502,0.00005096357,0.00001234381,0.9438941,0.0001838594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[5.776875e-9,0.0002524701,0.5011771,0.000001984655,0.0001601062,0.00004996694,0.000001605609,0.0004458259,0.497911],"genre_scores_gemma":[0.0000579175,0.0004975841,0.01529418,0.00002458285,0.0001791318,0.000005725434,0.00001266448,0.0003634357,0.9835648],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4858829,"threshold_uncertainty_score":0.997036,"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."}}