{"id":"W4319592070","doi":"10.36227/techrxiv.22027655.v1","title":"Experimental Evaluation of Forward and Inverse Solvers for Metasurface Design","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Solver; Inverse; Inverse problem; Computer science; Power (physics); Omega; Physics; Mathematics; Mathematical analysis; 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":[0.0007553919,0.0006381566,0.0003183274,0.000274433,0.0002103232,0.0005798178,0.0007035382,0.000811553,0.003117537],"category_scores_gemma":[0.001988452,0.0002170145,0.0002468581,0.0002990062,0.0003960934,0.0007513332,0.0006011841,0.0005445765,0.0008570575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002881838,"about_ca_system_score_gemma":0.0002258169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002119759,"about_ca_topic_score_gemma":0.0001977859,"domain_scores_codex":[0.9994038,0.00007106433,0.0000263669,0.00005829981,0.0003957486,0.00004470104],"domain_scores_gemma":[0.9988016,0.0004052063,0.0001235947,0.0002341336,0.0003856992,0.00004975806],"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":[0.0002112256,0.0002824099,0.0005613778,0.0003172326,0.0000271697,0.0001587807,0.0001943005,0.02096936,0.9398214,0.004604503,0.0008442322,0.032008],"study_design_scores_gemma":[0.00004727215,0.0008424337,0.0006421577,0.00002439143,0.0000136507,0.0001689167,0.00006938128,0.08069449,0.9118711,0.00064769,0.004956809,0.00002166497],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7310197,0.0007719733,0.2408954,0.000421193,0.0002635404,0.0002494456,0.0005800911,0.001722312,0.02407628],"genre_scores_gemma":[0.8609865,0.0004202623,0.1302892,0.00006206759,0.00002794355,0.0001773253,0.0003199947,0.0002746755,0.007442073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003117537,"threshold_uncertainty_score":0.0104292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1822676085387031,"score_gpt":0.3419924183628686,"score_spread":0.1597248098241656,"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."}}