{"id":"W4406259156","doi":"10.1109/mmm.2024.3486599","title":"Space Mapping for Electromagnetic-Centric Multiphysics Filters Design","year":2025,"lang":"en","type":"article","venue":"IEEE Microwave Magazine","topic":"Antenna Design and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Multiphysics; Space mapping; Computer science; Space (punctuation); Electronic engineering; Engineering; Finite element method; Structural engineering","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":[0.0004442152,0.0006279339,0.0003113606,0.0003880017,0.0002770564,0.000624617,0.0004914281,0.0005928052,0.003515754],"category_scores_gemma":[0.0006914515,0.0002701506,0.0004687977,0.0003345317,0.0003644401,0.0007254691,0.0005479149,0.0006199609,0.0007615947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004665767,"about_ca_system_score_gemma":0.0004915876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006243792,"about_ca_topic_score_gemma":0.0007109305,"domain_scores_codex":[0.9998216,0.00006057027,0.000004714449,0.00001554979,0.00008612032,0.00001135224],"domain_scores_gemma":[0.9998446,0.00006435042,0.00001772375,0.00002198588,0.0000423622,0.000009032173],"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":[0.00007896701,0.00006611206,0.0003305631,0.0001360042,0.00003632889,0.00007187403,0.00007888662,0.7679102,0.03183371,0.08221838,0.001817978,0.115421],"study_design_scores_gemma":[0.00000593203,0.00003765,0.00006477836,0.000007923224,0.000003770556,0.00002049907,0.000009270354,0.9806517,0.003408574,0.01119993,0.004585805,0.000004218878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004580227,0.0001999548,0.9892066,0.0001075798,0.00002267889,0.00002107693,0.00001433612,0.0001691023,0.00567836],"genre_scores_gemma":[0.4228948,0.0008173194,0.5672776,0.0002132246,0.00005833044,0.0002307309,0.0001187655,0.0002128633,0.008176426],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003515754,"threshold_uncertainty_score":0.01176137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348522057845251,"score_gpt":0.2095432576006195,"score_spread":0.196058037022167,"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."}}