{"id":"W2595191995","doi":"10.4271/2017-01-0411","title":"Effects of Entrapped Gas within the Fluid on the Stiffness and Damping Characteristics of a Hydro-Pneumatic Suspension Strut","year":2017,"lang":"en","type":"article","venue":"SAE International journal of commercial vehicles","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail; Concordia University","funders":"China Scholarship Council; Concordia University","keywords":"Suspension (topology); Stiffness; Materials science; Composite material; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005267683,0.0001119647,0.0002874222,0.00006671379,0.0001094461,0.00007821031,0.0005641451,0.00004378183,0.000008447682],"category_scores_gemma":[0.0004430884,0.00006559025,0.00008030242,0.00002435435,0.0001332004,0.000109922,0.00006002864,0.0001885149,0.000001688873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002327374,"about_ca_system_score_gemma":0.00002542343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003554336,"about_ca_topic_score_gemma":0.00001486073,"domain_scores_codex":[0.9987528,0.00009496928,0.000577981,0.00005104615,0.0004358721,0.00008731734],"domain_scores_gemma":[0.9980903,0.0008531471,0.0006553743,0.000187692,0.0001756151,0.00003792181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009056977,0.0003874747,0.03007905,0.001415644,0.00255663,0.0001344073,0.02025371,0.004248958,0.6762572,0.01738979,0.001272152,0.2450993],"study_design_scores_gemma":[0.001474144,0.0001737934,0.9246647,0.003603616,0.0001175807,0.0001276319,0.0004913179,0.0217701,0.04506082,0.002072922,0.0002608913,0.0001824873],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972687,0.0001147604,0.0002090902,0.0009255626,0.001106689,0.0001329889,0.00000708877,0.0000056196,0.0002295109],"genre_scores_gemma":[0.9995527,0.000117648,0.00002296672,0.0000518619,0.0002345054,0.000002075655,8.94965e-7,0.00001287311,0.000004442889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8945857,"threshold_uncertainty_score":0.2674693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412349577734309,"score_gpt":0.2448197272498048,"score_spread":0.2306962314724617,"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."}}