{"id":"W4251880121","doi":"10.1002/jnm.652","title":"Modeling of microwave devices with space mapping and radial basis functions","year":2007,"lang":"en","type":"article","venue":"International Journal of Numerical Modelling Electronic Networks Devices and Fields","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Space mapping; Interpolation (computer graphics); Space (punctuation); Basis (linear algebra); Computer science; Microwave; Radial basis function; Function (biology); Algorithm; Mathematics; Artificial intelligence; Geometry; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002725146,0.0001356164,0.0002180203,0.000147346,0.00003370547,0.00004082256,0.0001209526,0.00009393118,0.000004038718],"category_scores_gemma":[0.000004806712,0.0001156327,0.00005700293,0.0001085162,0.00002301336,0.0001345471,0.00001833229,0.0003978297,1.515838e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004379918,"about_ca_system_score_gemma":0.00002110866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003334004,"about_ca_topic_score_gemma":0.00003877856,"domain_scores_codex":[0.9990911,0.000008784284,0.0003779915,0.0001066414,0.000167353,0.0002480621],"domain_scores_gemma":[0.999518,0.0001065209,0.00009371809,0.00005426692,0.000144753,0.00008273406],"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":[0.00004752723,0.00001072624,0.0004757135,0.00002204972,0.0002352008,0.000007178871,0.0001421635,0.9925246,0.00003721123,0.0003414276,0.00002113267,0.006135073],"study_design_scores_gemma":[0.0002742936,0.0001044133,0.00008572587,0.0001512153,0.00003726435,0.0001758748,0.0001009262,0.997837,0.00003530551,0.0001690043,0.0009049872,0.0001240066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09729984,0.005974271,0.8962019,0.0001136361,0.0002107145,0.0000297407,8.636621e-7,0.00001825551,0.0001507771],"genre_scores_gemma":[0.9907401,0.001378829,0.007436465,0.0000471062,0.0003660911,5.402143e-7,0.000001880167,0.00001903961,0.000009998717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8934402,"threshold_uncertainty_score":0.4715364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00844558633968673,"score_gpt":0.2036785637469262,"score_spread":0.1952329774072395,"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."}}