{"id":"W4385690417","doi":"10.36227/techrxiv.23895960","title":"Electromagnetic Inversion for Metasurface Design–A Review","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Antenna Design and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scope (computer science); Inverse; Inversion (geology); Omega; Physics; Computer science; Engineering; Mathematics; Geology; Geometry; Seismology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007441949,0.0008521309,0.001051645,0.001332519,0.0001952189,0.001164579,0.0009617245,0.001308065,0.004297922],"category_scores_gemma":[0.001218608,0.0005007436,0.0005648885,0.001560603,0.0005949796,0.001756261,0.0007894469,0.001464936,0.002831933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003542239,"about_ca_system_score_gemma":0.0005168819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003154294,"about_ca_topic_score_gemma":0.0003303394,"domain_scores_codex":[0.999719,0.00005226393,0.00002949138,0.00006397956,0.0001154541,0.00001990913],"domain_scores_gemma":[0.9993277,0.0004145444,0.00004690003,0.00003835023,0.0001505043,0.00002210466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005995483,0.00008821879,0.0001578709,0.0128135,0.00009470689,0.0001162121,0.00008219493,0.004214705,0.00705458,0.03131717,0.01580409,0.9281968],"study_design_scores_gemma":[0.00001709367,0.0001712369,0.0003636619,0.003151207,0.00009218976,0.001295917,0.0000855062,0.003600419,0.006219454,0.02065924,0.9642922,0.00005192404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006238382,0.9784006,0.01405255,0.0004723938,0.0004495232,0.00001089394,0.00003087341,0.00004951993,0.005909855],"genre_scores_gemma":[0.007438496,0.9797714,0.009071096,0.0003821168,0.0005931258,0.00001859,0.00009328451,0.00004279565,0.00258907],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004297922,"threshold_uncertainty_score":0.01437795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06316461441414735,"score_gpt":0.2619559860662039,"score_spread":0.1987913716520566,"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."}}