{"id":"W2597046580","doi":"10.1109/tcpmt.2017.2671518","title":"Determining the Stopband of a Periodic Bed of Nails From the Dispersion Relation Measurements Prediction","year":2017,"lang":"en","type":"article","venue":"IEEE Transactions on Components Packaging and Manufacturing Technology","topic":"Microwave Engineering and Waveguides","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Stopband; Solver; Dispersion relation; Dispersion (optics); Waveguide; Reflection (computer programming); Scattering; Optics; Acoustics; Scattering parameters; Propagation constant; Physics; Mathematical analysis; Mathematics; Computer science; Mathematical optimization; Resonator","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001453306,0.0001426136,0.0001719087,0.0001204396,0.0004470428,0.00003213487,0.0002596609,0.0001054625,0.000004295777],"category_scores_gemma":[0.00001099348,0.0001013072,0.00005275632,0.00003357611,0.0001816977,0.00008960696,0.000006441941,0.000272472,0.000001248441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003084438,"about_ca_system_score_gemma":0.000004332232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006424651,"about_ca_topic_score_gemma":0.00001271848,"domain_scores_codex":[0.9993096,0.00001927545,0.0002299492,0.0001531046,0.0001402142,0.0001478437],"domain_scores_gemma":[0.9992889,0.00007190178,0.00009836297,0.0004958189,0.00002278513,0.00002218629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009733669,0.0001723404,0.02666353,0.0002448565,0.0007522815,0.000002816116,0.002681206,0.1003781,0.6842607,0.00003275285,0.0001588559,0.1845552],"study_design_scores_gemma":[0.0007619896,0.00005690915,0.1179063,0.0003283148,0.00009766676,0.000005313197,0.0001201385,0.01793827,0.8622854,0.0001332809,0.0002245401,0.0001418603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9223283,0.00009925658,0.07660315,0.0001668861,0.0004509192,0.0001344864,0.00003301854,0.0001468302,0.00003717997],"genre_scores_gemma":[0.9995142,0.0001006237,0.0003212719,0.000004442474,0.00001748828,0.00001028902,0.000003386496,0.00001897329,0.000009282123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1844134,"threshold_uncertainty_score":0.4131187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.023734073880234,"score_gpt":0.2172881541992089,"score_spread":0.1935540803189749,"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."}}