{"id":"W4408717106","doi":"10.1109/emts57498.2023.10925318","title":"An Implicit IE-GSTC Metasurface Forward Solver","year":2023,"lang":"en","type":"article","venue":"","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Solver; Parallel computing; Programming language","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":[0.0002717968,0.0005054426,0.0006033547,0.0003523889,0.0002327694,0.0008048862,0.001204348,0.001624368,0.005278734],"category_scores_gemma":[0.0008987538,0.0003399292,0.0005791953,0.0004509084,0.0003834025,0.000830191,0.001001454,0.001078573,0.001094294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003691563,"about_ca_system_score_gemma":0.001177645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001793024,"about_ca_topic_score_gemma":0.001840931,"domain_scores_codex":[0.9998654,0.00001763279,0.000006101689,0.0000148256,0.00008019032,0.00001586266],"domain_scores_gemma":[0.9997248,0.0001014435,0.00002362821,0.00003567709,0.00009922039,0.00001520584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007889847,0.00007818913,0.0007932932,0.0002742142,0.00004271018,0.0003061789,0.0001947197,0.8109793,0.03566211,0.07097135,0.002848267,0.07777078],"study_design_scores_gemma":[0.00001185997,0.000009532728,0.00003571647,0.000009165637,0.000002507285,0.00004509644,0.00001205712,0.9936052,0.002073886,0.001609436,0.002580637,0.00000492949],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00833804,0.0001035239,0.9828718,0.0001445283,0.00005455177,0.0000479229,0.0001050342,0.0003017444,0.008033053],"genre_scores_gemma":[0.1587957,0.0002529117,0.8247672,0.0001806477,0.00004406844,0.000266425,0.0003716398,0.0002584181,0.015063],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005278734,"threshold_uncertainty_score":0.01765913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162019935751531,"score_gpt":0.2636562300679453,"score_spread":0.2474542364927922,"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."}}