{"id":"W2096811639","doi":"10.1109/issse.2007.4294440","title":"Neural Based EM Modeling","year":2007,"lang":"en","type":"article","venue":"","topic":"Electromagnetic Simulation and Numerical Methods","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Artificial neural network; Computer science; Recurrent neural network; Artificial intelligence; Time delay neural network; Machine learning","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":[0.0002642646,0.0005729648,0.0005811531,0.0005366975,0.0002047262,0.0008251187,0.001145585,0.0009509184,0.00673361],"category_scores_gemma":[0.001025291,0.0002356868,0.000507669,0.0005242164,0.0002571003,0.001219428,0.0004579188,0.0006268842,0.002382001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005215143,"about_ca_system_score_gemma":0.0002408609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002098368,"about_ca_topic_score_gemma":0.001816983,"domain_scores_codex":[0.9997994,0.00004243764,0.000009137298,0.00002504731,0.0001120045,0.00001189015],"domain_scores_gemma":[0.9998139,0.00008167622,0.00001544411,0.00001793437,0.00006511796,0.000006048711],"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":[0.00003477715,0.00002600337,0.0003246328,0.0002413073,0.00003719121,0.0001255019,0.00004207481,0.8230327,0.00364702,0.04644994,0.005337166,0.1207016],"study_design_scores_gemma":[0.000002510155,0.000008949794,0.00008594699,0.00002007212,0.0000060356,0.00006437169,0.000006083361,0.9803688,0.000911634,0.007449909,0.01106881,0.000006936765],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00428631,0.003456986,0.9537261,0.0004075603,0.000213248,0.00003901665,0.0002344203,0.0009239664,0.03671247],"genre_scores_gemma":[0.5575299,0.01979901,0.3061247,0.0007416427,0.00051663,0.0002919197,0.001415133,0.0005726903,0.1130085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00673361,"threshold_uncertainty_score":0.02252614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01976913535422383,"score_gpt":0.2763894601020568,"score_spread":0.256620324747833,"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."}}