{"id":"W4388764021","doi":"10.1115/fpmc2023-111021","title":"The Case for Replacement of Pilot Valves With Pilot Pumps in Hydraulic Control Systems","year":2023,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Control theory (sociology); Axial piston pump; Hydraulic machinery; Hydraulic pump; Variable displacement pump; Control system; Engineering; Electrohydraulic servo valve; Control valves; Piston pump; Flow control valve; Control engineering; Computer science; Mechanical engineering; Control (management); Electrical 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008084625,0.0001387244,0.0002824726,0.00008128704,0.0000638174,0.00003548834,0.0001207947,0.00002629,0.00000668811],"category_scores_gemma":[0.00004104232,0.00008289131,0.00003389598,0.0002454669,0.00002775773,0.00004491063,0.00001066284,0.00005684873,0.00002854532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004440935,"about_ca_system_score_gemma":0.00002134377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00130253,"about_ca_topic_score_gemma":0.0009445373,"domain_scores_codex":[0.9989223,0.00005182469,0.0004560818,0.0001332348,0.0001437035,0.000292787],"domain_scores_gemma":[0.9988564,0.0006758728,0.0000574544,0.0003234636,0.00003427247,0.00005256975],"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":[0.0003857881,0.00007991085,0.001325516,0.001753756,0.0004546643,0.0001702514,0.001247665,0.9719489,0.001556316,0.006146309,0.01386954,0.00106137],"study_design_scores_gemma":[0.002691417,0.0009866866,0.0002508836,0.0001889754,0.0000277455,0.0002003704,0.00254476,0.9872684,0.0002645156,0.00006528886,0.005318734,0.0001921715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9121476,0.00105439,0.05355251,0.0006819351,0.001412223,0.005106645,0.00005676993,0.0009123058,0.02507566],"genre_scores_gemma":[0.9983203,0.00002795433,0.00003656879,0.00001891921,0.00005660893,0.0005715709,0.000003856389,0.00003360402,0.0009305806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08617277,"threshold_uncertainty_score":0.338021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330244250020417,"score_gpt":0.235488827774186,"score_spread":0.2121863852739819,"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."}}