{"id":"W2086492340","doi":"10.1115/1.4023666","title":"Dynamic Analysis of a Complex Pneumatic Valve Using Pseudobond Graph Modeling Technique","year":2013,"lang":"en","type":"article","venue":"Journal of Dynamic Systems Measurement and Control","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Reducer; Computer science; MATLAB; Graph; System dynamics; Simulation; Bond graph; Control engineering; Control theory (sociology); Engineering; Theoretical computer science; Mechanical engineering; Artificial intelligence; Mathematics","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":[0.001730249,0.0002660284,0.001267108,0.0008351182,0.0000611048,0.00007912383,0.0002102348,0.0001182267,0.00001704579],"category_scores_gemma":[0.00004171299,0.0002161484,0.0004518307,0.0004866052,0.0000310473,0.0002083465,0.00001128027,0.0001798181,0.000001641876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002517258,"about_ca_system_score_gemma":0.00004536332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002550883,"about_ca_topic_score_gemma":0.00003357304,"domain_scores_codex":[0.9969666,0.0001791798,0.001628121,0.0001359412,0.0008161096,0.000274067],"domain_scores_gemma":[0.9983053,0.00007358744,0.0006395206,0.0002492809,0.0005876189,0.0001446863],"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":[0.00001081078,0.00003837956,0.001053272,0.00073908,0.005643864,0.000003184553,0.0004330962,0.7358364,0.2555123,0.00001495242,0.00001563419,0.0006989955],"study_design_scores_gemma":[0.0008324884,0.00006320077,0.001285862,0.0007735511,0.001837145,0.0001060922,0.0006943403,0.9941067,0.00001534164,0.00008471698,0.00000327731,0.0001973578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3799506,0.003044482,0.616019,0.00001429773,0.0002554724,0.0005804081,0.000006794778,0.00002804197,0.0001009218],"genre_scores_gemma":[0.9990113,0.000072382,0.0008073279,0.000007319717,0.00002623285,0.00003677453,0.000001622823,0.00003190196,0.000005075909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6190608,"threshold_uncertainty_score":0.8814278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02438594730011564,"score_gpt":0.226291225052974,"score_spread":0.2019052777528584,"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."}}