{"id":"W2810113214","doi":"10.1115/1.4040667","title":"Modeling Dynamic Response of Hydraulic Fluid Within Tapered Transmission Lines","year":2018,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Electromagnetic Simulation and Numerical Methods","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Frequency response; Solver; Frequency domain; Transmission line; Electric power transmission; Computer science; Laminar flow; Impulse response; Control theory (sociology); Acoustics; Mathematics; Mechanics; Mathematical optimization; Mathematical analysis; Engineering; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002368049,0.0001585121,0.0004603065,0.000182836,0.00004667504,0.00002423108,0.0001109567,0.00008685891,0.000008560204],"category_scores_gemma":[0.0001622719,0.0001233768,0.0001001455,0.0001399718,0.00003394621,0.00008705777,0.000003708512,0.0001379802,9.200443e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009662387,"about_ca_system_score_gemma":0.00005136102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007867206,"about_ca_topic_score_gemma":0.000003156658,"domain_scores_codex":[0.9980279,0.0003166205,0.0008711182,0.0001004321,0.0005135377,0.0001704362],"domain_scores_gemma":[0.9989977,0.0001092374,0.0001864754,0.0001185148,0.0004691471,0.0001189294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001095885,0.00002729093,0.00004310889,0.0001024507,0.0001495974,0.000002845615,0.0003429956,0.09961215,0.8866176,0.000008142957,0.000007248402,0.01199067],"study_design_scores_gemma":[0.002202859,0.0007533636,0.0005667638,0.0003745174,0.0001013027,0.00004849135,0.0001069207,0.9942361,0.001357628,0.00006386253,0.00006411433,0.0001241213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5525948,0.005941938,0.4407488,0.00008834965,0.0004169618,0.0001472002,9.825641e-7,0.00002304419,0.00003790712],"genre_scores_gemma":[0.9978776,0.00009408983,0.001865735,0.00001888786,0.00008809521,0.000003330045,2.262535e-7,0.00002354076,0.0000284957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8946239,"threshold_uncertainty_score":0.5031161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01630672841181813,"score_gpt":0.2499090480880477,"score_spread":0.2336023196762296,"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."}}