{"id":"W4398766834","doi":"10.1201/9781003450252-112","title":"Design, analysis and simulation of a hydro-pneumatic suspension system for a quarter car model with two degrees of freedom","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Car model; Suspension (topology); Degrees of freedom (physics and chemistry); Engineering; Automotive engineering; Computer science; Mathematics; Physics; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002252113,0.0003171498,0.001024397,0.0004387363,0.00001819631,0.00001934183,0.00008236257,0.0001861895,0.00001432387],"category_scores_gemma":[0.000003817967,0.000233931,0.0001867045,0.00008885072,0.00003552316,0.0000519405,0.00001418154,0.00008082501,0.000004517357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005532058,"about_ca_system_score_gemma":0.00002191849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009501063,"about_ca_topic_score_gemma":0.0001916384,"domain_scores_codex":[0.9986534,0.00001197322,0.0007102196,0.0002355792,0.0002577686,0.0001311012],"domain_scores_gemma":[0.9989996,0.0003062552,0.0001833253,0.0003373635,0.0001183674,0.00005507936],"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":[0.00001823213,0.000002616979,0.000005211977,0.004459793,0.001628752,0.000001755256,0.00071205,0.9891456,0.0002265115,0.003688553,0.00003725743,0.00007367361],"study_design_scores_gemma":[0.0003088165,0.00009365643,0.000001326536,0.00167644,0.002294571,0.000005855207,0.0001194291,0.9948436,0.00007274339,0.000336501,0.00001286737,0.0002342079],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001961475,0.0005137598,0.9685038,0.000002986032,0.00006605075,0.0009076494,0.00005346487,0.0001322305,0.02785859],"genre_scores_gemma":[0.9829556,0.00001121335,0.00752383,6.849464e-7,0.00002669592,0.00002928984,0.00003027433,0.0000775162,0.009344873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9809942,"threshold_uncertainty_score":0.9539431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02271489099583209,"score_gpt":0.2254865529487299,"score_spread":0.2027716619528978,"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."}}