{"id":"W2131649588","doi":"10.1504/ijmmno.2011.039429","title":"The recent developments in microwave design","year":2011,"lang":"en","type":"article","venue":"International Journal of Mathematical Modelling and Numerical Optimisation","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Artificial neural network; Computer science; Extrapolation; Microwave; Artificial intelligence; Process (computing); Machine learning; Mathematics","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":[0.00106587,0.0004657835,0.0005826048,0.0007900557,0.0002370067,0.00122906,0.000751141,0.001270501,0.005158326],"category_scores_gemma":[0.0020232,0.0003452665,0.0004323753,0.00159191,0.0007174029,0.001759571,0.0006575725,0.001208923,0.002033916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006643814,"about_ca_system_score_gemma":0.0004788079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004364565,"about_ca_topic_score_gemma":0.0005546958,"domain_scores_codex":[0.999338,0.0001920109,0.00004619302,0.000104845,0.0002850073,0.00003397916],"domain_scores_gemma":[0.9990711,0.000445174,0.00007855337,0.0000820972,0.0002842415,0.00003873865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001277128,0.00007193974,0.0006793456,0.002751754,0.00006191641,0.0001562599,0.0001525076,0.01772785,0.008626086,0.09457946,0.01081298,0.8642523],"study_design_scores_gemma":[0.00001839982,0.0001847699,0.001231528,0.0007820728,0.0000637304,0.0006992387,0.0001276565,0.04362567,0.006816392,0.0587557,0.8876405,0.00005435432],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01227726,0.6123565,0.2645075,0.008386008,0.003083809,0.0000557138,0.0001099109,0.0003207161,0.09890249],"genre_scores_gemma":[0.1576384,0.6477522,0.128072,0.002805349,0.005621626,0.0001361323,0.0002480792,0.0001648292,0.0575614],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005158326,"threshold_uncertainty_score":0.01725638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05038697656347413,"score_gpt":0.2368903308950179,"score_spread":0.1865033543315437,"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."}}