{"id":"W4220935989","doi":"10.4271/2022-01-0257","title":"Evolution and Redistribution of Residual Stress in Welded Plates During Fatigue Loading","year":2022,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; PROTO Manufacturing (Canada)","funders":"","keywords":"Residual stress; Redistribution (election); Welding; Materials science; Stress (linguistics); Structural engineering; Composite material; Engineering; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003153805,0.0004585402,0.0006075558,0.0002584593,0.0003410006,0.00003601392,0.0003846999,0.0003465622,0.0001932531],"category_scores_gemma":[0.0001583106,0.0004407791,0.0001407736,0.0006996826,0.0003629105,0.0002854351,0.0003387406,0.0009089586,0.000003762708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006252341,"about_ca_system_score_gemma":0.00003067852,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001005983,"about_ca_topic_score_gemma":0.02074463,"domain_scores_codex":[0.9972904,0.0001227777,0.0007555854,0.0005958494,0.0006185704,0.0006167864],"domain_scores_gemma":[0.9989468,0.0002578267,0.0001198869,0.0004920696,0.00003196851,0.0001514562],"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":[0.0002925992,0.0001935988,0.005034395,0.0001189699,0.00004273789,0.00005666183,0.00006118957,0.004502775,0.9868121,0.002250943,0.0002671579,0.0003669155],"study_design_scores_gemma":[0.001060991,0.0005038701,0.9897816,0.0002229735,0.000044827,0.00004173631,0.0004684171,0.00000134683,0.006382131,0.0007489262,0.0003118466,0.0004313167],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908634,0.0012974,3.736008e-7,0.0003259893,0.0001595578,0.0005471467,0.0002339317,0.001070766,0.005501442],"genre_scores_gemma":[0.9989527,0.000271059,0.0002390336,0.00001550356,0.00005212512,0.000215516,0.000121869,0.00006623787,0.00006594347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9847472,"threshold_uncertainty_score":0.9998044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075720051865531,"score_gpt":0.2264796373446232,"score_spread":0.2157224368259679,"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."}}