{"id":"W1984766745","doi":"10.1061/9780784412367.059","title":"Fatigue Testing and Finite Element Analysis of Bridge Welds Retrofitted by Ultrasonic Impact Treatment","year":2012,"lang":"en","type":"article","venue":"Structures Congress 2012","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Bridge (graph theory); Scope (computer science); Welding; Finite element method; Structural engineering; Engineering; Fatigue testing; Test (biology); Computer science; Construction engineering; Mechanical 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":[0.0001015515,0.0002873018,0.0004415056,0.0002001152,0.00005403931,0.00002709561,0.000104147,0.0001296756,0.0002707912],"category_scores_gemma":[0.00006773951,0.0002221781,0.0001302513,0.0004492092,0.00003771591,0.0002050977,0.00002023888,0.000132513,0.000001611147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009093083,"about_ca_system_score_gemma":0.00001110501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002128691,"about_ca_topic_score_gemma":0.00004369072,"domain_scores_codex":[0.9988782,0.00003505105,0.0003001858,0.0001638764,0.0001750474,0.0004476184],"domain_scores_gemma":[0.999134,0.0002360456,0.0001090782,0.0002981192,0.00004621428,0.0001765149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006795131,0.0001170896,0.7647528,0.0002336037,0.01075875,0.000006885629,0.002245409,0.07531164,0.0616185,0.0006259333,0.0076823,0.07657912],"study_design_scores_gemma":[0.001354268,0.0004270179,0.8052394,0.00005295445,0.003097101,0.00001394431,0.00009226275,0.1089798,0.07753603,0.0002216885,0.002082602,0.0009028668],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867626,0.006135706,0.005455272,0.00001168992,0.0004673616,0.0002162674,0.0005087315,0.0001107325,0.0003316315],"genre_scores_gemma":[0.9988441,0.0001680278,0.0006552064,0.00001641314,0.00008130339,0.00001034609,0.0001598693,0.00003176181,0.00003291786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07567625,"threshold_uncertainty_score":0.9060161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02657413656461181,"score_gpt":0.2749145644382324,"score_spread":0.2483404278736206,"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."}}