{"id":"W4376135068","doi":"10.1002/jnm.3122","title":"Advances in hybrid format‐based neuro‐transfer function techniques for parametric modeling of microwave components","year":2023,"lang":"en","type":"article","venue":"International Journal of Numerical Modelling Electronic Networks Devices and Fields","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Fundamental Research Funds for the Central Universities; Natural Science Foundation of Jiangsu Province","keywords":"Transfer function; Parametric statistics; Rational function; Computer science; Artificial neural network; Polynomial and rational function modeling; Parametric model; Biological system; Polynomial; Control theory (sociology); Algorithm; Artificial intelligence; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005722053,0.0007910395,0.000464466,0.000543314,0.0002406553,0.0007652117,0.0009217893,0.000849327,0.001401997],"category_scores_gemma":[0.001135064,0.0003419738,0.0008288951,0.0005311136,0.0004725931,0.0007860452,0.000401429,0.0008777485,0.0004851126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005768457,"about_ca_system_score_gemma":0.0005391584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004378228,"about_ca_topic_score_gemma":0.002325844,"domain_scores_codex":[0.9997994,0.00007069383,0.00001067993,0.0000248441,0.00008084129,0.00001347019],"domain_scores_gemma":[0.9996663,0.000170908,0.00003687913,0.00002971364,0.0000885444,0.000007631887],"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":[0.0000112751,0.00001055635,0.000119414,0.00003741502,0.00001727357,0.00002262848,0.00002244983,0.969301,0.001598653,0.005281892,0.0002042058,0.02337326],"study_design_scores_gemma":[4.288705e-7,0.000003026716,0.00001452766,0.000001883921,9.51812e-7,0.000002661202,0.00000121187,0.9990625,0.0001650912,0.0005496129,0.000196744,0.000001288025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003909461,0.0002699826,0.9937973,0.00005856133,0.00001534392,0.00001202181,0.00001916774,0.0001490642,0.001769065],"genre_scores_gemma":[0.7023257,0.001518852,0.2889381,0.0001122985,0.00007034496,0.0002650175,0.0001511409,0.000120978,0.00649755],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004378228,"threshold_uncertainty_score":0.008705497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340637655882859,"score_gpt":0.2330011878906028,"score_spread":0.2195948113317742,"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."}}