{"id":"W4404959509","doi":"10.1007/978-3-031-73924-8_4","title":"Suspension Control Applications","year":2024,"lang":"en","type":"book-chapter","venue":"Synthesis lectures on advances in automotive technology","topic":"Vehicle Dynamics and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Suspension (topology); Materials science; Computer science; 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":[0.0001150551,0.0005439829,0.0007872565,0.001178578,0.0000502195,0.00002882631,0.0004396134,0.0009179094,0.00009741313],"category_scores_gemma":[0.00005366996,0.0005073365,0.0001652602,0.0001768104,0.0001562153,0.00004968006,0.00004531552,0.001107513,0.0004758751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003924795,"about_ca_system_score_gemma":0.00002242036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001475022,"about_ca_topic_score_gemma":0.0001525176,"domain_scores_codex":[0.9983234,0.00001323802,0.0004619459,0.0006093708,0.0002029267,0.0003891551],"domain_scores_gemma":[0.9989002,0.0002898624,0.0001016755,0.0005992144,0.00006392837,0.00004509048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000205235,0.00001925818,0.000007226462,0.0002263997,0.0001960988,0.00008795508,0.00001370472,0.02675091,0.0004347095,0.7444098,0.0001614324,0.227672],"study_design_scores_gemma":[0.0003266009,0.0001007584,0.000009114873,0.001009016,0.0001115612,0.00003467338,0.00002063998,0.02878372,0.0007448617,0.4473421,0.5207201,0.0007968524],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00004287916,0.06010337,0.01478631,0.001006623,0.0008808283,0.00178729,0.0002655317,0.003496654,0.9176305],"genre_scores_gemma":[0.9716777,0.004116171,0.0001769735,0.0000968581,0.0002022049,0.00105483,0.00001439766,0.0002814289,0.02237939],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9716349,"threshold_uncertainty_score":0.9997378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002830788757618578,"score_gpt":0.2048779540931804,"score_spread":0.2020471653355618,"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."}}