{"id":"W4403933651","doi":"10.1007/978-3-031-66971-2_50","title":"Comparison of Vehicle Dynamics Simulation Results Using Laser and Contact-Based Profilometer Measurements as Inputs","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in mechanical engineering","topic":"Vehicle Dynamics and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Profilometer; Laser; Dynamics (music); Materials science; Computer science; Optics; Acoustics; Physics; Composite material; Surface finish","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":[0.0002665664,0.0004402627,0.0007452248,0.0002785437,0.00002258337,0.00006007455,0.0001352509,0.0006084973,0.000009703414],"category_scores_gemma":[0.0001200907,0.0004577092,0.0001233937,0.0001042654,0.00001130484,0.00005210804,0.00004871679,0.0007537545,0.000004122304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003642431,"about_ca_system_score_gemma":0.00002369188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002785941,"about_ca_topic_score_gemma":0.00008930761,"domain_scores_codex":[0.9981682,0.00001152968,0.0007867663,0.0003721806,0.0003745991,0.0002867316],"domain_scores_gemma":[0.9991917,0.0002693631,0.0001082042,0.0002746885,0.00006848377,0.00008758184],"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":[0.00004711832,0.000009568344,0.00001533621,0.0006267742,0.000116103,0.00001093991,0.00003969792,0.9822868,0.0134899,0.001301775,5.871469e-7,0.0020554],"study_design_scores_gemma":[0.0006870321,0.00009249592,0.000006133482,0.001267515,0.00009294171,0.00000219755,8.473559e-7,0.9920493,0.004252756,0.00101094,0.0001330489,0.0004047941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04448815,0.002324166,0.9430795,0.00009105902,0.001877055,0.001610282,0.0003006638,0.0006651136,0.005564046],"genre_scores_gemma":[0.9983761,0.00000596168,0.001135037,0.00001750899,0.0001011859,0.000009960615,0.0000595292,0.0001578442,0.000136901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9538879,"threshold_uncertainty_score":0.9997874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0255279791646116,"score_gpt":0.2643474064612782,"score_spread":0.2388194272966666,"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."}}