{"id":"W2555925091","doi":"10.1111/ffe.12549","title":"A comparative study in descriptions of coupled kinematic hardening rules and ratcheting assessment over asymmetric stress cycles","year":2016,"lang":"en","type":"article","venue":"Fatigue & Fracture of Engineering Materials & Structures","topic":"High Temperature Alloys and Creep","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Hardening (computing); Materials science; Moduli; Structural engineering; Kinematics; Plasticity; Mechanics; Composite material; Physics; Engineering; Classical mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002019581,0.0003397817,0.0007901051,0.0003542398,0.00003818413,0.00005602431,0.0001758776,0.0001263686,0.0001053061],"category_scores_gemma":[0.00007659395,0.0002434177,0.00004734125,0.0002176639,0.00004128314,0.000177915,0.00004825866,0.0001513875,3.810436e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005024391,"about_ca_system_score_gemma":0.00001448688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009728992,"about_ca_topic_score_gemma":0.00003899591,"domain_scores_codex":[0.9985139,0.00005856992,0.0006612372,0.0002331992,0.0002639081,0.0002692302],"domain_scores_gemma":[0.9992386,0.0002300748,0.0001577446,0.0002462652,0.00006316842,0.00006414042],"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":[0.00002017821,0.00005448104,0.00974566,0.0005561358,0.000198316,0.000008379308,0.001796484,0.09141269,0.8957467,0.0003147266,0.00003384639,0.0001124273],"study_design_scores_gemma":[0.001023204,0.0001009265,0.8361799,0.0006955717,0.00006907652,0.000003807326,0.0004132083,0.002345081,0.1587349,0.00008078662,0.00001848523,0.0003350382],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949851,0.0003800228,0.00366713,0.00001276094,0.0002828894,0.0004323166,0.0001135795,0.00009243599,0.00003374918],"genre_scores_gemma":[0.9946361,0.00003389079,0.005153678,0.000002732658,0.00007159689,0.00003825789,0.00001820673,0.00004315928,0.000002377671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8264343,"threshold_uncertainty_score":0.9926286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310447545389033,"score_gpt":0.2648668464268091,"score_spread":0.2517623709729188,"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."}}