{"id":"W2022282821","doi":"10.1115/1.1867986","title":"Relaxation of Peening Residual Stresses Due to Cyclic Thermo-Mechanical Overload","year":2005,"lang":"en","type":"article","venue":"Journal of Engineering Materials and Technology","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Residual stress; Materials science; Shot peening; Peening; Relaxation (psychology); Stress relaxation; Finite element method; Composite material; Structural engineering; Creep; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001198643,0.000126204,0.0003168597,0.0002799798,0.00001779791,0.00001780692,0.0001055975,0.0001484039,0.00003315424],"category_scores_gemma":[0.00007018517,0.0001031017,0.00002448433,0.000147652,0.00001525484,0.00008827468,0.00003316611,0.0001064261,0.000002412676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002792103,"about_ca_system_score_gemma":0.000006623705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003622199,"about_ca_topic_score_gemma":0.000001974041,"domain_scores_codex":[0.9992795,0.000007871602,0.0003769851,0.00007255843,0.0001049337,0.0001581359],"domain_scores_gemma":[0.9996698,0.00004248858,0.00009777566,0.00009345015,0.00004935065,0.00004713934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001759795,0.00001858041,0.0001476049,0.00005417868,0.00008256712,0.00002411317,0.00005739201,0.02036566,0.9731514,0.0005337086,0.00007967163,0.005467546],"study_design_scores_gemma":[0.0003929815,0.0001899194,0.003722832,0.0001655709,0.00003354421,0.00013505,0.00004034724,0.000265067,0.9941385,0.0001055119,0.0006905237,0.0001201223],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977752,0.0009287055,0.000584064,0.0002433685,0.0002746685,0.00006040082,0.000008283425,0.00009501199,0.00003030662],"genre_scores_gemma":[0.9943933,0.0002544826,0.005169002,0.000002590959,0.0001451898,0.000002662928,9.846061e-7,0.00002204864,0.000009727098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02098715,"threshold_uncertainty_score":0.4204367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005238304483848008,"score_gpt":0.2014612668311577,"score_spread":0.1962229623473097,"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."}}