{"id":"W4410113380","doi":"10.4271/10-09-02-0016","title":"On-the-Market Air Suspension Systems for Passenger Cars","year":2025,"lang":"en","type":"article","venue":"SAE International journal of vehicle dynamics, stability, and NVH","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Suspension (topology); Automotive engineering; Air suspension; Business; Engineering; Structural engineering; Mathematics; Axle","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003602787,0.0004609986,0.0002656876,0.0007942508,0.0003190883,0.001263086,0.000468646,0.000660147,0.01192669],"category_scores_gemma":[0.0004361911,0.0001335414,0.0003303602,0.0005284016,0.0001872023,0.001322252,0.0005420532,0.0004372408,0.003516478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007628229,"about_ca_system_score_gemma":0.0004153776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002446103,"about_ca_topic_score_gemma":0.003242067,"domain_scores_codex":[0.9995759,0.00006359309,0.00002062088,0.00004958935,0.0002509336,0.00003929191],"domain_scores_gemma":[0.9998459,0.00002613702,0.00001493629,0.00001092919,0.00009324831,0.000008946619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001201667,0.00009622677,0.0008104382,0.001355856,0.00003344148,0.0001938662,0.0002232452,0.007301094,0.04047026,0.02928545,0.01919213,0.9009178],"study_design_scores_gemma":[0.00002064321,0.0006680282,0.004902826,0.0006638101,0.00006717863,0.0005793908,0.0004299927,0.04463496,0.02141295,0.007915133,0.918649,0.00005621856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1028835,0.2302179,0.2660849,0.003902816,0.003021198,0.0003321363,0.0007291861,0.002487313,0.390341],"genre_scores_gemma":[0.6556472,0.1085006,0.04743043,0.001014137,0.002070514,0.0001127321,0.001749441,0.0003620953,0.1831128],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01192669,"threshold_uncertainty_score":0.03989869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115046119388765,"score_gpt":0.2621907686811699,"score_spread":0.2510403074872822,"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."}}