{"id":"W4223445141","doi":"10.4271/05-15-03-0017","title":"Review and Assessment of Stress-Based Multiaxial Fatigue Models for High Cycle Fatigue Life Predictions","year":2022,"lang":"en","type":"article","venue":"SAE International Journal of Materials and Manufacturing","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Chrysler (Canada)","funders":"","keywords":"Fatigue testing; Stress (linguistics); Structural engineering; Materials science; Low-cycle fatigue; Goodman relation; Engineering; Stress concentration; Finite element method","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00232074,0.001934362,0.002248592,0.005704955,0.0004119541,0.001635981,0.003926348,0.001877291,0.00301386],"category_scores_gemma":[0.005518815,0.001205423,0.002398283,0.005969215,0.0004471317,0.002583042,0.0007209785,0.001028708,0.001793034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063928,"about_ca_system_score_gemma":0.002300184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004675119,"about_ca_topic_score_gemma":0.003373765,"domain_scores_codex":[0.9990734,0.0001891728,0.0001588006,0.0001635255,0.0003770488,0.00003802694],"domain_scores_gemma":[0.9948231,0.003160695,0.0005170717,0.0002044045,0.001223776,0.00007103796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001355608,0.0001833666,0.001468997,0.07022403,0.0007189436,0.0002884054,0.0002239279,0.06991734,0.002863367,0.01197467,0.0183095,0.823692],"study_design_scores_gemma":[0.00005260475,0.0008257083,0.007012371,0.05480174,0.002871617,0.001372965,0.0003931275,0.1614628,0.008183829,0.01630755,0.7463343,0.0003812749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001869217,0.9795629,0.01556714,0.0002482626,0.0003618061,0.00004482263,0.0002217013,0.0001108232,0.002013338],"genre_scores_gemma":[0.0128052,0.9782957,0.007190802,0.0001465163,0.0003084046,0.00008887389,0.0003670188,0.00003570904,0.0007617295],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005704955,"threshold_uncertainty_score":0.01227337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02615871656218823,"score_gpt":0.2851731242104472,"score_spread":0.259014407648259,"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."}}