{"id":"W4385855430","doi":"10.1139/tcsme-2023-0078","title":"Analysis of rail corrugation characteristics in the vehicle braking section of metro","year":2023,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Railway Engineering and Dynamics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Slip (aerodynamics); Transverse plane; Instability; Mechanics; Finite element method; Threshold braking; Relative motion; Materials science; Structural engineering; Engineering; Automotive engineering; Physics; Brake","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003754042,0.00009702793,0.0002432058,0.0002477605,0.00005278644,0.000007425931,0.000201261,0.0001133147,0.000004564327],"category_scores_gemma":[0.0000425232,0.00008543952,0.0004761367,0.002063887,0.00001720995,0.00005028432,0.000002775027,0.000186936,1.572818e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001561714,"about_ca_system_score_gemma":0.00003756205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001800085,"about_ca_topic_score_gemma":0.009270248,"domain_scores_codex":[0.9992443,0.000008158306,0.0003245907,0.00008230932,0.0001453189,0.0001953454],"domain_scores_gemma":[0.9994736,0.0001737193,0.00004601385,0.0002182738,0.00004452818,0.00004384387],"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":[0.000001643686,0.000005615289,0.0000681379,0.0001488215,0.0003060659,8.295366e-8,0.0004758077,0.9842362,0.01359345,0.0005511326,0.00001151959,0.000601551],"study_design_scores_gemma":[0.0001228084,0.00001419779,0.005079579,0.00003266113,0.0002892562,3.962635e-7,0.0002022715,0.9907135,0.003361024,0.00002201921,0.00008600057,0.00007631676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6036878,0.00002924523,0.3949403,0.00008874456,0.0005514751,0.0002399568,0.0003510409,0.00008891246,0.00002243267],"genre_scores_gemma":[0.9989939,0.00001961653,0.0008775974,0.000007460242,0.00002019911,0.00002412515,0.00002519071,0.00002214989,0.000009725744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3953061,"threshold_uncertainty_score":0.5173016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009557270515512356,"score_gpt":0.199533597514809,"score_spread":0.1899763269992966,"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."}}