{"id":"W2163358657","doi":"10.1109/tmag.2010.2044985","title":"Electromagnetic Device Analysis Using a Meshless Approach Coupled to a Kohonen Network","year":2010,"lang":"en","type":"article","venue":"IEEE Transactions on Magnetics","topic":"Numerical methods in engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Self-organizing map; Computer science; Preprocessor; Artificial neural network; Degrees of freedom (physics and chemistry); Field (mathematics); Artificial intelligence; Mathematics; Physics","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":[0.0001786387,0.0003063275,0.0003344973,0.0003508596,0.0002905528,0.000523173,0.0008227967,0.0006811984,0.001466602],"category_scores_gemma":[0.000450059,0.000219976,0.000489549,0.0002794059,0.0002898081,0.0008204917,0.0003887887,0.000449574,0.0003319691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002597292,"about_ca_system_score_gemma":0.0003437226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001063111,"about_ca_topic_score_gemma":0.002033744,"domain_scores_codex":[0.999874,0.00002027983,0.000007191495,0.00002198598,0.00006986511,0.000006742724],"domain_scores_gemma":[0.9998711,0.00006349193,0.00001209685,0.00002208625,0.00002557538,0.000005576018],"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":[0.00006593655,0.00007213727,0.0007923074,0.0002684913,0.0001123398,0.0001961194,0.0001608107,0.7048209,0.07535125,0.03159817,0.001052023,0.1855094],"study_design_scores_gemma":[0.000002453887,0.00001022978,0.00007634606,0.000004160154,0.000004582931,0.00002442665,0.000007328155,0.993573,0.002175442,0.002878918,0.001238619,0.00000442814],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004364531,0.00006979155,0.9941171,0.00003548837,0.00002110276,0.00001505167,0.000009904401,0.0001562409,0.001210624],"genre_scores_gemma":[0.3055716,0.0003905155,0.6883104,0.0001037646,0.00003796247,0.0001224591,0.00007104198,0.00008357533,0.005308558],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001466602,"threshold_uncertainty_score":0.004906297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01558521490537956,"score_gpt":0.2565693992921824,"score_spread":0.2409841843868029,"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."}}