{"id":"W4407364826","doi":"10.1002/sstr.202400666","title":"Top‐Level Electromagnetic Design of Multishell Resonant Cavity for Microspherical Microwave Structural Absorbers","year":2025,"lang":"en","type":"article","venue":"Small Structures","topic":"Advanced Antenna and Metasurface Technologies","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"Fundamental Research Funds for the Central Universities; Southwest Jiaotong University; National Natural Science Foundation of China","keywords":"Microwave; Materials science; Resonant cavity; Acoustics; Microwave cavity; Electromagnetic radiation; Optics; Engineering; Physics; Telecommunications; Laser","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":[0.000118505,0.0002766127,0.0002278772,0.000124117,0.0001941417,0.0003046432,0.0004845735,0.0003933804,0.0007998591],"category_scores_gemma":[0.0001273308,0.0001981562,0.0003003024,0.00008237233,0.0002030114,0.0002457211,0.0002959224,0.0001977063,0.0003823827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003902309,"about_ca_system_score_gemma":0.000292118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003604367,"about_ca_topic_score_gemma":0.0006566547,"domain_scores_codex":[0.9999262,0.000007808741,0.000002426655,0.00001803404,0.00002923436,0.00001637219],"domain_scores_gemma":[0.9999422,0.00001027367,0.00002179319,0.000006147502,0.00001157218,0.000008072467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004461375,0.00003153017,0.0001823367,0.00008941213,0.00001254006,0.00009500144,0.00003040763,0.01836522,0.9730426,0.003892409,0.0001884287,0.004025475],"study_design_scores_gemma":[0.00004660982,0.0003829023,0.0009176855,0.00001536532,0.00002831173,0.0002332325,0.00005864771,0.5159868,0.4747922,0.0009911953,0.006504343,0.00004267648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7450808,0.0008304326,0.239721,0.0002171186,0.00007296445,0.0001063663,0.0001230205,0.0006288037,0.01321952],"genre_scores_gemma":[0.9138808,0.0001888739,0.08402932,0.0000280642,0.000008607465,0.0000773541,0.00004005431,0.0000390558,0.001707844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007998591,"threshold_uncertainty_score":0.00283134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02160057694951658,"score_gpt":0.2468288226141734,"score_spread":0.2252282456646568,"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."}}