{"id":"W4385690075","doi":"10.36227/techrxiv.23895960.v1","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":"Inverse; Scope (computer science); Inversion (geology); Omega; Physics; Computer science; Mathematics; Geometry; Geology; Quantum mechanics","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":[0.0006594204,0.0008311614,0.001069956,0.001232619,0.0001751427,0.001121672,0.001100341,0.001250918,0.003606772],"category_scores_gemma":[0.001056166,0.0004378882,0.0005919061,0.001399149,0.0005325718,0.001614194,0.000783132,0.001353208,0.002463782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003602118,"about_ca_system_score_gemma":0.0004803231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000207849,"about_ca_topic_score_gemma":0.0002240922,"domain_scores_codex":[0.9997166,0.00004569978,0.00002893254,0.00006482945,0.0001221769,0.00002172751],"domain_scores_gemma":[0.9994459,0.000319675,0.00004040745,0.00003438184,0.0001382103,0.00002150006],"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":[0.00006065101,0.00008513271,0.0002187024,0.01327933,0.00009110625,0.0001383014,0.00009789675,0.004271508,0.01212956,0.03087441,0.01210117,0.9266523],"study_design_scores_gemma":[0.00002011465,0.0002052673,0.0003734232,0.002959323,0.0001143586,0.002107763,0.000120035,0.00541967,0.01440374,0.02071754,0.9534937,0.00006505759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001141139,0.9600605,0.0297935,0.0005414945,0.0005806529,0.00001580382,0.00004279217,0.00007745927,0.007746692],"genre_scores_gemma":[0.0123503,0.9641489,0.01849438,0.0004077585,0.0006690004,0.00002839687,0.0001356906,0.00006502439,0.00370061],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003606772,"threshold_uncertainty_score":0.01206583,"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."}}