{"id":"W4320484248","doi":"10.1007/978-3-031-21804-0_4","title":"Air Suspension System Design","year":2023,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on advances in automotive technology","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Chassis; Air suspension; Suspension (topology); Axle; Automotive engineering; Engineering; Mechanical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001878451,0.0008594426,0.0005339933,0.0003798317,0.0004385622,0.0008938646,0.0006414888,0.0006378952,0.02934054],"category_scores_gemma":[0.000238905,0.0003748458,0.0004723762,0.0002903825,0.0002962264,0.0006175802,0.0007584937,0.0006824941,0.01166156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004402599,"about_ca_system_score_gemma":0.000391428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009846076,"about_ca_topic_score_gemma":0.001291014,"domain_scores_codex":[0.9998247,0.00002139585,0.000006174375,0.00003670923,0.00009424514,0.00001679879],"domain_scores_gemma":[0.9999528,0.000006956865,0.000002467786,0.00001067503,0.00002378561,0.000003224136],"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":[0.0001390074,0.00007456683,0.000277307,0.0005335171,0.00006898706,0.000103498,0.0001331894,0.1305771,0.05072549,0.1150093,0.04469059,0.6576674],"study_design_scores_gemma":[0.0000579757,0.0003418796,0.0006576936,0.0001576654,0.00007282157,0.00024045,0.00008564618,0.380552,0.02568088,0.08833805,0.5037791,0.00003588082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004545718,0.002436382,0.8187371,0.0002868362,0.0007754976,0.00009038734,0.0002102,0.001540109,0.1713778],"genre_scores_gemma":[0.2508489,0.003507311,0.1738038,0.0003497495,0.0004757535,0.000325201,0.001142044,0.0006199495,0.5689273],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02934054,"threshold_uncertainty_score":0.09815389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754625255901499,"score_gpt":0.2508222387286574,"score_spread":0.2332759861696425,"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."}}