{"id":"W4239812250","doi":"10.1016/j.jfluidstructs.2003.08.003","title":"","year":2003,"lang":"en","type":"article","venue":"Journal of Fluids and Structures","topic":"Engineering Applied Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Hydraulic circuit; Actuator; Control theory (sociology); Linear actuator; Engineering; Hydraulic machinery; Control valves; Controller (irrigation); Electronic circuit; Hydraulic press; Hydraulic cylinder; Efficient energy use; Mechanical engineering; Computer science; Electrical engineering; Control (management)","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":[0.0003967744,0.0001669261,0.0002895154,0.000218147,0.00006123709,0.00007724491,0.0001466218,0.00008744953,0.00001248353],"category_scores_gemma":[0.0001113065,0.0001266464,0.00007226107,0.0001553387,0.00005076616,0.0001571443,0.00001102623,0.0004934325,1.356007e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003465081,"about_ca_system_score_gemma":0.0000206926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001148352,"about_ca_topic_score_gemma":8.104068e-7,"domain_scores_codex":[0.9988757,0.00002802923,0.000394385,0.00007720348,0.0003293092,0.0002953201],"domain_scores_gemma":[0.9994425,0.0000852439,0.00003449779,0.0001209013,0.00008787648,0.0002290083],"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":[0.00004004,0.00001265603,0.004181595,0.0002353224,0.0002813315,0.0001618402,0.0009009959,0.2421186,0.7095066,0.03071862,0.001049867,0.01079261],"study_design_scores_gemma":[0.005929966,0.001036767,0.2002001,0.0001778659,0.0001373108,0.008531275,0.001499169,0.01680813,0.6855002,0.05876768,0.02008989,0.001321652],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820875,0.005979735,0.01113884,0.00003493978,0.0003247201,0.00004742306,0.000001303737,0.00003573853,0.0003498099],"genre_scores_gemma":[0.9878643,0.0007327849,0.01122098,0.0000155349,0.0001330562,9.772799e-7,1.206522e-7,0.0000262615,0.000005970911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2253104,"threshold_uncertainty_score":0.5164489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006781295581752714,"score_gpt":0.2228951063916937,"score_spread":0.2161138108099409,"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."}}