{"id":"W2972245723","doi":"10.1109/mwsym.2019.8701065","title":"Efficient Uncertainty Quantification of FDTD based Microwave Circuit Models with Multiple Design Parameters","year":2019,"lang":"en","type":"article","venue":"","topic":"Electromagnetic Simulation and Numerical Methods","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Finite-difference time-domain method; Microwave; Computer science; Electronic engineering; Engineering; Physics; Telecommunications; Optics","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":[0.0006097282,0.0005729765,0.0005480504,0.0005300172,0.0002897271,0.0007037977,0.0005947024,0.0007108519,0.0006642783],"category_scores_gemma":[0.001564091,0.0004812665,0.0004871443,0.0003642682,0.0005490549,0.0008776986,0.0005992094,0.0006618293,0.0001400135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000678701,"about_ca_system_score_gemma":0.0005841556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001909452,"about_ca_topic_score_gemma":0.001636527,"domain_scores_codex":[0.9997196,0.00008624574,0.00001022047,0.00002621889,0.0001376275,0.00002005538],"domain_scores_gemma":[0.9993479,0.0004372612,0.00007592781,0.00006233311,0.00006483083,0.00001185885],"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":[0.0000180009,0.00001214263,0.0001914811,0.00002764008,0.00001330805,0.00003273388,0.00003444699,0.9725275,0.004305203,0.01199365,0.0001381766,0.01070571],"study_design_scores_gemma":[7.421939e-7,0.000002974364,0.00001677556,0.000001208975,0.000001213509,0.000006420566,0.00000161503,0.9979963,0.0006972732,0.001113427,0.0001603721,0.000001631829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01427486,0.00007413282,0.9842721,0.00004760491,0.000005310799,0.00001513414,0.00003331494,0.0001553457,0.001122196],"genre_scores_gemma":[0.737729,0.0003279422,0.2586763,0.00004834823,0.00002063402,0.0001346899,0.0001517889,0.0001132888,0.002798089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001909452,"threshold_uncertainty_score":0.004924357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03993424463351553,"score_gpt":0.2406489728195754,"score_spread":0.2007147281860598,"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."}}