{"id":"W4400208355","doi":"10.46620/ursiatrasc24/akcw7188","title":"Synthesis of Aperture Fields for Transmissive Metasurface Design from 3D Masks Using Deep Learning","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Aperture (computer memory); Optics; Computer science; Materials science; Optoelectronics; Physics; Acoustics","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":[],"consensus_categories":[],"category_scores_codex":[0.00009681412,0.0001573102,0.0002673519,0.00006802356,0.00003731903,0.00001943114,0.0001195173,0.0001587837,0.00007248695],"category_scores_gemma":[0.0002059895,0.000128245,0.0001121386,0.0001401127,0.00002946434,0.0001179861,0.00001056486,0.0001887272,0.000004621294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002194638,"about_ca_system_score_gemma":0.000009870884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001326438,"about_ca_topic_score_gemma":0.000003448646,"domain_scores_codex":[0.9993533,0.00001681474,0.0001781002,0.0001757985,0.00007826442,0.0001976557],"domain_scores_gemma":[0.9987504,0.001053458,0.00001677462,0.0001270015,0.0000250589,0.00002730316],"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":[0.00001177372,0.000005035114,0.000005976086,0.0001924523,0.0002635461,0.000006378312,0.000270499,0.5540647,0.3704943,0.0002141647,0.0000473654,0.07442386],"study_design_scores_gemma":[0.00005429775,0.00001986438,0.000002902973,0.0001050536,0.0001315696,0.000001472971,0.0003961521,0.6847919,0.3096175,0.001018364,0.003721958,0.0001390325],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01372904,0.01268113,0.9719594,0.000076668,0.0001403317,0.0001760271,0.00001847367,0.0009452164,0.0002737139],"genre_scores_gemma":[0.6487616,0.0003515945,0.3507306,0.000008188974,0.00001062146,0.00001597055,0.000002168317,0.00003145929,0.0000877448],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6350326,"threshold_uncertainty_score":0.5229679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02947649598865014,"score_gpt":0.251284426587586,"score_spread":0.2218079305989359,"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."}}