{"id":"W2148364838","doi":"10.1243/0309324001514080","title":"Variable material property method in the analysis of cold-worked fastener holes","year":2000,"lang":"en","type":"article","venue":"The Journal of Strain Analysis for Engineering Design","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fastener; Residual stress; Finite element method; Rotational symmetry; Structural engineering; Residual; Materials science; Field (mathematics); Stress (linguistics); Material properties; Mechanics; Engineering; Mathematics; Composite material; Algorithm; Physics","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":[0.003267592,0.0001833294,0.0006374029,0.0006056642,0.00003502468,0.00003956187,0.0004670367,0.00008444639,0.0001167273],"category_scores_gemma":[0.0000509998,0.0000913914,0.0003946466,0.002389871,0.0000183124,0.00009896677,0.000005854165,0.0002134373,4.660536e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003797542,"about_ca_system_score_gemma":0.00001957554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001738684,"about_ca_topic_score_gemma":0.000006020984,"domain_scores_codex":[0.9985986,0.0001681401,0.0006382899,0.00008446279,0.0002740065,0.0002365495],"domain_scores_gemma":[0.9989901,0.0004793702,0.0001337097,0.0002776413,0.0000785158,0.00004067894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005842396,0.00002300423,0.000007269944,0.00002673488,0.004836084,0.000002573507,0.000650633,0.9548623,0.03718837,0.0002679744,0.00007982081,0.001996789],"study_design_scores_gemma":[0.0002732945,0.00007839046,0.0003797274,0.00002989162,0.008689653,0.000006409398,0.0001686063,0.9803534,0.008700015,0.0001566682,0.001016564,0.0001473975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01511198,0.0001797556,0.984293,0.00005076527,0.00007463058,0.0001777255,0.00003769841,0.000017845,0.00005662754],"genre_scores_gemma":[0.9224392,0.00007079517,0.07728151,0.00002520016,0.00009021603,0.000009739896,0.000009792628,0.00002528997,0.00004824078],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9073272,"threshold_uncertainty_score":0.3726833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01901406936434751,"score_gpt":0.2270113301525226,"score_spread":0.2079972607881751,"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."}}