{"id":"W4382700366","doi":"10.18280/mmep.100320","title":"Multiaxial Fatigue-Life Prediction of Railway Axles with Consideration of Braking Effects","year":2023,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Mongkut's Institute of Technology Ladkrabang","keywords":"Axle; Bogie; Structural engineering; Deflection (physics); Torsion (gastropod); Engineering; Finite element method; Fatigue limit; Automotive engineering; Axle load","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":[0.0001712241,0.0001437518,0.0002669162,0.0001200207,0.00002477666,0.00001455737,0.00004103365,0.0000875187,0.000002503573],"category_scores_gemma":[0.00005523757,0.0001210087,0.00003139771,0.0001708458,0.00002017465,0.00008100038,0.0000121451,0.0001203239,0.000001759113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007764961,"about_ca_system_score_gemma":0.000006479216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003286074,"about_ca_topic_score_gemma":3.122426e-7,"domain_scores_codex":[0.9992544,0.000007198683,0.0003000789,0.0001135938,0.0001570417,0.0001676682],"domain_scores_gemma":[0.9995414,0.0002127068,0.00003856358,0.0001137924,0.00003375714,0.00005975888],"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":[0.000003490336,0.00001126273,0.00001454102,0.003166314,0.00004822016,9.299412e-7,0.0009266862,0.9784436,0.01308137,0.003973016,0.000009636888,0.0003209676],"study_design_scores_gemma":[0.0002745647,0.00006272748,0.00002745674,0.0007560713,0.00003078326,0.000003723439,0.00002461923,0.9824157,0.01411185,0.002175791,0.00001226536,0.0001044393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2468109,0.0001249869,0.7524912,0.000008265347,0.00006927086,0.0001596351,0.000004524021,0.0002658173,0.00006533576],"genre_scores_gemma":[0.9796315,0.00005655757,0.02021072,0.000001816298,0.00002613885,0.00002305397,0.00000884823,0.00003640609,0.000004949082],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7328206,"threshold_uncertainty_score":0.4934593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02758397002431751,"score_gpt":0.1983293538614004,"score_spread":0.1707453838370829,"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."}}