{"id":"W2136288003","doi":"10.1109/ccece.2003.1226301","title":"Design sensitivity analysis for optimization with the frequency domain-TLM","year":2004,"lang":"en","type":"article","venue":"","topic":"Electromagnetic Simulation and Numerical Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Sensitivity (control systems); Computer science; Frequency domain; Grid; Process (computing); Electronic engineering; Time domain; Algorithm; Mathematics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002480768,0.00007379388,0.0001019804,0.00004883327,0.00005794733,0.00001904084,0.00003146235,0.00002902947,0.00005458349],"category_scores_gemma":[0.00001777287,0.00004486188,0.0000427255,0.0005434594,0.00001792996,0.0000391961,0.00000223105,0.00004100243,0.000001748474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003377212,"about_ca_system_score_gemma":0.000009367441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001498113,"about_ca_topic_score_gemma":0.00001895746,"domain_scores_codex":[0.9995871,0.00005443606,0.00007535253,0.00008871669,0.00007115726,0.0001232075],"domain_scores_gemma":[0.9995272,0.0002725256,0.00001291206,0.0001181165,0.00003906586,0.00003021652],"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":[0.000006851109,0.000006022874,0.00004036344,0.000002083842,0.00009832367,5.867438e-7,0.00006050452,0.995889,0.00194774,0.001470435,0.00001241878,0.0004656362],"study_design_scores_gemma":[0.0003993765,0.0001226591,0.0008732175,0.000001513269,0.0001504684,0.000002289436,0.00002340898,0.9916247,0.003443829,0.003212611,0.00002831091,0.0001176682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006447835,0.0000221955,0.990911,0.0004130808,0.00001605952,0.0002085417,6.725124e-7,0.0001533308,0.001827286],"genre_scores_gemma":[0.4362911,0.000002003898,0.5635745,0.0000780414,0.00001176472,0.0000121973,0.000002499799,0.000007479489,0.00002047469],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4298432,"threshold_uncertainty_score":0.1829414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522368749312048,"score_gpt":0.2446034160275828,"score_spread":0.2293797285344623,"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."}}