{"id":"W3216642617","doi":"10.1109/mwsym.1997.602870","title":"Knowledge based neural models for microwave design","year":2002,"lang":"en","type":"article","venue":"","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Microwave; Artificial neural network; Artificial intelligence; Telecommunications","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":[0.0004476515,0.0005872373,0.0006338974,0.0004328703,0.0002492622,0.0008991843,0.001018461,0.0011711,0.003226868],"category_scores_gemma":[0.001660722,0.0003134066,0.0003710862,0.0007440074,0.0004573345,0.001063584,0.000579239,0.001371169,0.0008146768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007417967,"about_ca_system_score_gemma":0.000578772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005223946,"about_ca_topic_score_gemma":0.007071308,"domain_scores_codex":[0.999827,0.0000490839,0.000008988629,0.0000257739,0.00007426801,0.00001502257],"domain_scores_gemma":[0.9996648,0.0002050537,0.00002646378,0.00003020057,0.00006546864,0.000008032542],"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":[0.00002335218,0.00001822149,0.0001579085,0.00008340683,0.00003629949,0.00003828901,0.00002226174,0.8947933,0.0006140268,0.04966347,0.001878825,0.05267071],"study_design_scores_gemma":[0.000002559471,0.000004557418,0.00003477892,0.000008115719,0.000003707053,0.000005648593,0.000002532532,0.9743626,0.0001456668,0.02365373,0.001772264,0.00000379547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004721981,0.003183627,0.9827641,0.0005524092,0.0001088548,0.00002509854,0.0001966873,0.0003348474,0.008112452],"genre_scores_gemma":[0.6206912,0.01143302,0.336232,0.0004175705,0.000380219,0.0005728141,0.0009587983,0.0001488691,0.02916541],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005223946,"threshold_uncertainty_score":0.010795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05281211374755188,"score_gpt":0.2215265418752881,"score_spread":0.1687144281277362,"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."}}