{"id":"W7124919141","doi":"10.23919/aces-china66523.2025.11332727","title":"The Multi-Feature-Assisted EM Optimization Approach For Four Pole Waveguide Filter","year":2025,"lang":"","type":"article","venue":"","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Transfer function; Passband; Convergence (economics); Feature (linguistics); Filter (signal processing); Artificial neural network; Function (biology); Microwave","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":[0.0004009475,0.0005206257,0.0005262503,0.0003721394,0.0002723324,0.0003531653,0.0005259865,0.0006798711,0.001395237],"category_scores_gemma":[0.000426194,0.0003380834,0.0006275121,0.0003415934,0.0002739812,0.0004344961,0.0003080357,0.0004715972,0.0002428387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004452959,"about_ca_system_score_gemma":0.0006618664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00287084,"about_ca_topic_score_gemma":0.00331264,"domain_scores_codex":[0.9999093,0.00002394875,0.000004102669,0.00001629047,0.00003525853,0.00001117028],"domain_scores_gemma":[0.9998966,0.00003829317,0.00002095151,0.000007466027,0.0000323431,0.000004302587],"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":[0.00002829747,0.00001816934,0.0001892063,0.00004586716,0.00002293361,0.00004259458,0.0000274162,0.953721,0.01006365,0.003722274,0.0002822611,0.03183628],"study_design_scores_gemma":[0.000001309596,0.00000901137,0.00005010714,0.000001463423,0.000002204384,0.000007675851,0.000002157669,0.9986412,0.0006953122,0.0003813978,0.0002058366,0.000002348314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008766738,0.00007350248,0.9897316,0.00003658924,0.000007925409,0.0000137744,0.00001164181,0.0001073829,0.001250816],"genre_scores_gemma":[0.4587894,0.0002450001,0.5334487,0.00006770312,0.00003080817,0.0002230687,0.00009171193,0.0001229738,0.00698073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00287084,"threshold_uncertainty_score":0.005708277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02012207055000981,"score_gpt":0.2365089027847817,"score_spread":0.2163868322347719,"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."}}