{"id":"W2087167375","doi":"10.1115/1.4006489","title":"A New Experimental Method for the Introduction of a Predetermined Amount of Residual Stresses in Fatigue Test Specimens","year":2012,"lang":"en","type":"article","venue":"Journal of Applied Mechanics","topic":"Microstructure and Mechanical Properties of Steels","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Hydro-Québec","funders":"","keywords":"Materials science; Residual stress; Induction hardening; Austenite; Induction heating; Finite element method; Austenitic stainless steel; Microstructure; Ultimate tensile strength; Multiphysics; Composite material; Metallurgy; Structural engineering; Corrosion","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":[0.0004239596,0.0001257863,0.0003228885,0.00008686781,0.00001814455,0.000007945948,0.0001856484,0.00008041628,0.00005200619],"category_scores_gemma":[0.00006375417,0.0000850075,0.00008195493,0.0001001467,0.000008984798,0.0001078425,0.0000335409,0.0001695192,2.960515e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006078734,"about_ca_system_score_gemma":0.00002985176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006606036,"about_ca_topic_score_gemma":0.000005677796,"domain_scores_codex":[0.9989691,0.00001014812,0.0005787537,0.00007069878,0.0001832626,0.0001880705],"domain_scores_gemma":[0.9992965,0.0001667883,0.0002556044,0.0001556538,0.00006000384,0.00006544628],"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":[0.0002426297,0.00005993654,0.00000115271,0.00007816799,0.00005647615,2.602274e-7,0.0009195515,0.003100752,0.9827633,0.004898425,0.001666706,0.006212641],"study_design_scores_gemma":[0.0007982594,0.0002710405,0.00001189491,0.00003146438,0.00006093258,0.000016471,0.001091874,0.002097297,0.9920644,0.001255853,0.002216285,0.00008425756],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1887935,0.005928305,0.8006005,0.0003680479,0.002253397,0.001522033,0.00006233484,0.0000388994,0.0004330623],"genre_scores_gemma":[0.9264883,0.00006772191,0.0725758,0.0000136977,0.0008088849,0.000006950831,0.000001409723,0.00002320017,0.00001397772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7376949,"threshold_uncertainty_score":0.3466505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01927302150668512,"score_gpt":0.2620527552376945,"score_spread":0.2427797337310094,"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."}}