{"id":"W3014783232","doi":"10.21595/vp.2019.20715","title":"Hydraulic damping nonlinearity of a compact hydro-pneumatic suspension considering gas-oil emulsion","year":2020,"lang":"en","type":"article","venue":"Vibroengineering PROCEDIA","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Body orifice; Discharge coefficient; Materials science; Suspension (topology); Mechanics; Orifice plate; Nonlinear system; Emulsion; Range (aeronautics); Turbulence; Vibration; Composite material; Acoustics; Engineering; Mechanical engineering; Physics; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000164681,0.0004226288,0.0007632514,0.0001623405,0.00006230127,0.00004887116,0.0002847041,0.0001499125,0.000052574],"category_scores_gemma":[0.0002691044,0.0004348426,0.0001483784,0.0005299819,0.00004197401,0.0002442694,0.00006493741,0.0003689345,0.0000940211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006984045,"about_ca_system_score_gemma":0.00003011423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003208322,"about_ca_topic_score_gemma":0.000004254807,"domain_scores_codex":[0.9978902,0.00002731075,0.0008293766,0.0003294578,0.0003983744,0.0005252454],"domain_scores_gemma":[0.9989418,0.0001799289,0.0001182577,0.000340256,0.00006487274,0.0003548654],"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":[0.00001710689,0.00003135261,0.0007273587,0.005944496,0.000118825,0.0000268202,0.003726382,0.787054,0.1985405,0.00005661971,0.001021093,0.002735381],"study_design_scores_gemma":[0.0005265682,0.00007159851,0.0003927531,0.0008669341,0.00003496502,0.00005946002,0.0001630911,0.9613969,0.03416403,0.0000190763,0.0018669,0.000437676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9645624,0.001054907,0.02764174,0.0004001791,0.0006898514,0.0003524231,0.00001939746,0.001647627,0.003631515],"genre_scores_gemma":[0.9970809,0.0001328075,0.002290352,0.00008067318,0.0002498036,0.00001333414,0.00002016463,0.0001182926,0.00001363108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1743429,"threshold_uncertainty_score":0.9998103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214290925526416,"score_gpt":0.2156209599418867,"score_spread":0.1941918673892451,"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."}}