{"id":"W1484125822","doi":"","title":"2D SIMPLIFIED SERVO VALVE","year":2003,"lang":"zh","type":"article","venue":"中国机械工程学报(英文版)","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Stiffness; Leakage (economics); Damper; Control theory (sociology); Servo; Structural engineering; Engineering; Mechanical engineering; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007508427,0.000679637,0.0008621141,0.0001678331,0.0002119821,0.0001845324,0.0004675622,0.0005300351,0.002410767],"category_scores_gemma":[0.0002453503,0.0007015751,0.0004817109,0.0005582534,0.00007199834,0.0002095363,0.00006074316,0.0005372914,0.007055931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002109646,"about_ca_system_score_gemma":0.0001282114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000453487,"about_ca_topic_score_gemma":0.00008675255,"domain_scores_codex":[0.9964406,0.0002644938,0.001005879,0.000598722,0.0005725021,0.001117747],"domain_scores_gemma":[0.9977981,0.0003035418,0.0001742385,0.001149086,0.00009758407,0.0004774527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009238369,0.001157232,0.01762938,0.009776469,0.005699605,0.0006494422,0.08132695,0.1180956,0.008186236,0.4396906,0.2744372,0.04325893],"study_design_scores_gemma":[0.004700817,0.0004027146,0.007342752,0.00169522,0.0007906292,0.0005242561,0.01031462,0.0524418,0.00261191,0.01154428,0.9034323,0.004198777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07450463,0.005707868,0.01248523,0.0002311174,0.006014182,0.0009248812,0.0000678656,0.000685786,0.8993784],"genre_scores_gemma":[0.989601,0.0002346046,0.0005755156,0.0003263445,0.0006281372,0.0000569459,0.0000273708,0.0001843798,0.008365682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9150964,"threshold_uncertainty_score":0.9995435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802190657132916,"score_gpt":0.2269165803606762,"score_spread":0.208894673789347,"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."}}