{"id":"W2550234818","doi":"10.1109/metamaterials.2016.7746447","title":"Exact polychromatic metasurface design: The GSTC approach","year":2016,"lang":"en","type":"article","venue":"","topic":"Metamaterials and Metasurfaces Applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Monochromatic color; Optics; Fourier transform; Transformer; Physics; Computer science; Spatial filter; Electromagnetic spectrum; Metamaterial; Electromagnetic radiation; Spatial frequency","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":["insufficient_payload"],"category_scores_codex":[0.00190509,0.0001691951,0.0002475603,0.00002339834,0.0002556914,0.000129801,0.0005648594,0.00004688823,0.004262948],"category_scores_gemma":[0.0001008281,0.00006599844,0.00006819711,0.0001461196,0.000147328,0.0001934182,0.0000865874,0.00003027635,0.002822348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002320339,"about_ca_system_score_gemma":0.00004391582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004930135,"about_ca_topic_score_gemma":0.000001739071,"domain_scores_codex":[0.9983402,0.0003534772,0.0003359777,0.0003384209,0.0002969094,0.0003349804],"domain_scores_gemma":[0.9985876,0.000326429,0.0001386909,0.0008073112,0.00004658496,0.00009335837],"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":[0.000007606039,0.00003786053,0.000008286916,0.000007612856,0.00001093979,1.991975e-7,0.00005270422,0.00003383446,0.9892999,0.006361241,0.003480848,0.0006989886],"study_design_scores_gemma":[0.0002383274,0.00002615104,0.0003701076,0.000008738693,0.00005304228,0.00001234099,0.00006013204,0.0001658315,0.9830815,0.001896381,0.01391867,0.0001688216],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6008452,0.0002899238,0.3892741,0.001754313,0.000324816,0.0006836035,0.00002202833,0.0001861716,0.006619825],"genre_scores_gemma":[0.8856629,0.00005249673,0.1090384,0.0002492132,0.00006440252,0.0001906573,0.000001562572,0.00002296195,0.004717412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2848177,"threshold_uncertainty_score":0.9979541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0521403814855723,"score_gpt":0.2641492171046018,"score_spread":0.2120088356190294,"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."}}