{"id":"W7131619855","doi":"10.23919/piers-fall62445.2025.11394018","title":"A Finite Element MOR-Based Rational Transfer Function Extraction Technique for Parametric Modeling of a Cavity Waveguide Filter","year":2025,"lang":"","type":"article","venue":"","topic":"Electromagnetic Simulation and Numerical Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Finite element method; Transfer function; Parametric statistics; Filter (signal processing); Waveguide; Waveguide filter; Model order reduction; Microwave; Parametric model","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":[0.0003603445,0.000368135,0.0003164152,0.0002655058,0.0002095554,0.000303838,0.0003916219,0.0004910373,0.001531255],"category_scores_gemma":[0.0006165918,0.000228386,0.0005497241,0.000158702,0.0002936658,0.0004066748,0.0002090206,0.0005986968,0.0006321751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001954863,"about_ca_system_score_gemma":0.0003070351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003645828,"about_ca_topic_score_gemma":0.0005683034,"domain_scores_codex":[0.999882,0.00003331288,0.000004652519,0.00001264791,0.0000590139,0.000008361733],"domain_scores_gemma":[0.9998581,0.00006567122,0.00001787319,0.00002946116,0.0000254266,0.000003450791],"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":[0.00007014075,0.00006773754,0.0005043055,0.0001352445,0.00004526218,0.0002317698,0.000199865,0.6622896,0.1795482,0.07674118,0.001048329,0.07911838],"study_design_scores_gemma":[0.000002445559,0.00002041172,0.00006045199,0.000004195359,0.00000487063,0.00004691744,0.000006664108,0.9840583,0.01214595,0.001687332,0.001956858,0.000005488138],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005637731,0.00002501107,0.9926463,0.00003094774,0.000007122278,0.00001132904,0.00001437039,0.0002100666,0.001417138],"genre_scores_gemma":[0.2969187,0.0001501887,0.6990048,0.00006555191,0.00002130539,0.000119544,0.0001188722,0.0001365745,0.003464298],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001531255,"threshold_uncertainty_score":0.005122542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03283697410422437,"score_gpt":0.3163773975259108,"score_spread":0.2835404234216864,"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."}}