{"id":"W4320713577","doi":"10.1016/j.finel.2023.103926","title":"A review of numerical simulation of ball burnishing process","year":2023,"lang":"en","type":"review","venue":"Finite Elements in Analysis and Design","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Universidad de Guanajuato; Consejo Nacional de Ciencia y Tecnología","keywords":"Burnishing (metal); Finite element method; Residual stress; Ball (mathematics); Surface integrity; Surface roughness; Indentation; Computer simulation; Materials science; Mechanical engineering; Surface finish; Structural engineering; Engineering; Metallurgy; Composite material; Simulation; Mathematics; Geometry","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":[0.000455794,0.000239493,0.001735061,0.0004614863,0.00001469102,0.00001124116,0.0001268181,0.0001082658,0.00008179338],"category_scores_gemma":[0.00009536312,0.0001818598,0.0003052675,0.002069132,0.00001407154,0.00004593776,0.00002447139,0.0001145715,0.000004407953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003186274,"about_ca_system_score_gemma":0.00002231124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001256938,"about_ca_topic_score_gemma":0.000003812028,"domain_scores_codex":[0.9982919,0.0001364119,0.00100412,0.0001979044,0.0002164112,0.0001532397],"domain_scores_gemma":[0.9988948,0.0005516977,0.0003079851,0.0001683668,0.00004173264,0.00003543695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002767579,0.00006097603,0.0005029262,0.1922852,0.003729099,0.000006026487,0.00007667088,0.3222798,9.347809e-8,0.000002392666,0.00005720883,0.4809968],"study_design_scores_gemma":[0.0007727286,0.0001821688,0.0001672286,0.3507082,0.03225894,7.427105e-7,0.00005396313,0.4986781,0.0000130511,0.00009835722,0.1158492,0.001217243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000863528,0.9910524,0.008300523,7.381402e-7,0.0000216253,0.0004387358,0.00004244198,0.00002796125,0.0001069269],"genre_scores_gemma":[0.0005773494,0.9987128,0.0004187364,0.000003211594,0.0000105275,0.00004691777,0.0001693347,0.00002738337,0.00003378201],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4797795,"threshold_uncertainty_score":0.7416028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0904895450486422,"score_gpt":0.3739348838619138,"score_spread":0.2834453388132716,"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."}}