{"id":"W4362718135","doi":"10.4271/2023-01-0903","title":"Predictive Model of Driver’s Perception of Vehicle Stability under Aerodynamic Excitation","year":2023,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Aerodynamics and Fluid Dynamics Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Volvo (Canada)","funders":"","keywords":"Aerodynamics; Crosswind; Acceleration; Simulation; Stability (learning theory); Automotive engineering; Computer science; Engineering; Aerospace engineering; Physics","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":[0.0007993229,0.0004792121,0.0007457817,0.0003440425,0.0001477068,0.00002918112,0.000697843,0.0006543892,0.0001396078],"category_scores_gemma":[0.0002989685,0.0004637043,0.0003680132,0.00119839,0.001111206,0.0003998694,0.0003197021,0.0009106272,0.00004235806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005440167,"about_ca_system_score_gemma":0.00009595811,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003999171,"about_ca_topic_score_gemma":0.03305085,"domain_scores_codex":[0.9963571,0.0001158708,0.001038001,0.0007216402,0.001061266,0.0007061662],"domain_scores_gemma":[0.997973,0.0003636888,0.0001352849,0.001051667,0.0002535338,0.000222846],"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":[0.0001791684,0.0001734485,0.0002856347,0.0001693494,0.00005264457,0.000002870598,0.000101792,0.05673791,0.9316193,0.009655572,0.0001750763,0.0008472073],"study_design_scores_gemma":[0.0004870727,0.0006266964,0.983165,0.0001108483,0.00004402794,0.000003060255,0.0004114969,0.006120144,0.0000883161,0.008537089,0.00002552276,0.000380773],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895146,0.00004620773,0.00009498741,0.0003937125,0.0001093163,0.0007872225,0.0003240833,0.001668424,0.007061486],"genre_scores_gemma":[0.9972064,0.0006434499,0.001501529,0.00004906961,0.0000301879,0.000165057,0.0001740567,0.0001230834,0.0001071654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9828793,"threshold_uncertainty_score":0.9997815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01959047798322924,"score_gpt":0.2597234361160364,"score_spread":0.2401329581328071,"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."}}