{"id":"W4402979181","doi":"10.1109/ap-s/inc-usnc-ursi52054.2024.10686825","title":"Exploring Similarities Between Inverse Problems in Microwave Imaging and Metasurface Design","year":2024,"lang":"en","type":"article","venue":"","topic":"Antenna Design and Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Microwave imaging; Inverse; Microwave; Computer science; Inverse problem; Mathematics; Telecommunications; 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":[0.002428815,0.001111372,0.00117584,0.001376399,0.000408145,0.002816889,0.001521893,0.002764752,0.002566939],"category_scores_gemma":[0.004784615,0.00067859,0.001084614,0.001346129,0.002437521,0.004171902,0.001721287,0.00337515,0.001057422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007047263,"about_ca_system_score_gemma":0.0006636907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003595092,"about_ca_topic_score_gemma":0.0003566903,"domain_scores_codex":[0.9986229,0.0005331656,0.00009999597,0.0001685701,0.0005189501,0.0000564232],"domain_scores_gemma":[0.9975634,0.001752798,0.0001484154,0.0002153323,0.0002781342,0.0000419011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000295625,0.00006336299,0.0003035222,0.00228241,0.00006881399,0.0002796772,0.000465401,0.02853741,0.01692651,0.8559599,0.002423806,0.09265966],"study_design_scores_gemma":[0.00001433052,0.0001711232,0.0005490814,0.0005323681,0.00003431713,0.00126298,0.0002740533,0.09496204,0.01176123,0.8091418,0.08121492,0.00008179202],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001978317,0.0139213,0.9711714,0.0009213487,0.0002825931,0.00003867679,0.00002484554,0.00006848048,0.01159292],"genre_scores_gemma":[0.1209631,0.05196522,0.810532,0.001257392,0.001699298,0.0003105106,0.0002032504,0.0002381022,0.01283105],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002816889,"threshold_uncertainty_score":0.01284498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039991258088051,"score_gpt":0.2264080927507106,"score_spread":0.1224089669419055,"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."}}