{"id":"W4386248999","doi":"10.1109/iws58240.2023.10222690","title":"Neuro-Tf Modeling of Fourth-order Waveguide Filter Using Padé via Lanczos and EM Sensitivities","year":2023,"lang":"en","type":"article","venue":"","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Lanczos resampling; Transfer function; Computer science; Parametric statistics; Filter (signal processing); Matrix (chemical analysis); Parametric model; Algorithm; Control theory (sociology); Physics; Mathematics; Engineering; Eigenvalues and eigenvectors; Electrical engineering; Artificial intelligence; Materials science","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":[0.0002749085,0.0004467325,0.0003072383,0.0002175355,0.0002687205,0.0004927473,0.0005483715,0.0006744556,0.001376929],"category_scores_gemma":[0.0005310701,0.0002150847,0.0005260026,0.0002464649,0.0003109696,0.0004548353,0.0002114646,0.0005208041,0.0003406931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003955858,"about_ca_system_score_gemma":0.0006318628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00730255,"about_ca_topic_score_gemma":0.00564965,"domain_scores_codex":[0.9999114,0.00002123062,0.000005470663,0.00001672046,0.00003535585,0.000009683254],"domain_scores_gemma":[0.9998465,0.00006355216,0.00002400849,0.000009629289,0.00005036632,0.000005977262],"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":[0.00004274637,0.00001625778,0.000485165,0.00005532888,0.00002874646,0.00005868491,0.00006474274,0.9579872,0.00833559,0.005509552,0.0003849085,0.0270311],"study_design_scores_gemma":[0.000001248592,0.000006787002,0.00004360198,0.000001713348,0.000001966736,0.000007740717,0.000002270297,0.9986163,0.0008031452,0.0002846616,0.0002284805,0.000002078401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0143161,0.0001176253,0.9822111,0.00006550951,0.00001771247,0.0000153647,0.00003191729,0.0002484298,0.002976192],"genre_scores_gemma":[0.7856203,0.0003439683,0.2053949,0.00007451847,0.00002227325,0.000155343,0.000102454,0.00007300597,0.008213339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00730255,"threshold_uncertainty_score":0.01452011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01978191688292243,"score_gpt":0.2304053612291974,"score_spread":0.210623444346275,"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."}}