{"id":"W4413213218","doi":"10.1109/mmm.2025.3591080","title":"Automated Model Generation Method With Electromagnetic Sensitivity for Microwave Components","year":2025,"lang":"en","type":"article","venue":"IEEE Microwave Magazine","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Sensitivity (control systems); Microwave; Electronic engineering; Computational electromagnetics; Computer science; Electromagnetic field; Engineering; Telecommunications; Physics","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":[0.000430045,0.0005945181,0.0004998701,0.0004106532,0.0003298708,0.0005908518,0.0006811767,0.0007242937,0.004210231],"category_scores_gemma":[0.001417991,0.0004305723,0.0006381341,0.0003371204,0.0003063459,0.0004945615,0.0007374616,0.001059853,0.000883739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004383839,"about_ca_system_score_gemma":0.0007546225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002765592,"about_ca_topic_score_gemma":0.002886266,"domain_scores_codex":[0.9997843,0.00007265085,0.000008314425,0.00003082518,0.00008806989,0.00001588234],"domain_scores_gemma":[0.9996567,0.0001984241,0.00002827977,0.00003746567,0.00006773406,0.000011488],"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":[0.00002355463,0.00001935207,0.0002235072,0.00004112465,0.00001886751,0.00005080197,0.00003044038,0.9486318,0.003977464,0.008883258,0.001063696,0.03703607],"study_design_scores_gemma":[0.000002140707,0.000003249956,0.00001686455,0.000001740691,0.000001297088,0.000004875348,0.000001068194,0.9982587,0.0003245707,0.0008122323,0.0005718781,0.000001370354],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00458399,0.0000891241,0.9919481,0.00007435698,0.00002561819,0.00002527558,0.00004704525,0.0008370419,0.00236943],"genre_scores_gemma":[0.4091898,0.0002342962,0.5842833,0.0001776914,0.00005535228,0.0003553792,0.0003691572,0.0005140645,0.00482088],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004210231,"threshold_uncertainty_score":0.01408464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423396476233597,"score_gpt":0.3064038095393349,"score_spread":0.2821698447769989,"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."}}