{"id":"W1988200195","doi":"10.4028/www.scientific.net/kem.488-489.21","title":"Fully Reversed Uniaxial Tension-Compression High Cycle Fatigue Behaviour of Shot-Peened Steels","year":2011,"lang":"en","type":"article","venue":"Key engineering materials","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Peening; Metallurgy; Shot peening; Indentation hardness; Fatigue limit; Softening; Residual stress; Hot work; Surface roughness; Hardening (computing); Work hardening; Composite material; Tool steel; Microstructure; Layer (electronics)","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":[0.0001122472,0.0002973793,0.0004525676,0.0001226628,0.00003678773,0.00002402034,0.0001941985,0.0001686989,0.0007112041],"category_scores_gemma":[0.00001845576,0.0002599839,0.00006438096,0.0001207991,0.00002357572,0.0001364058,0.00005418295,0.00007719768,0.00002947622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004155634,"about_ca_system_score_gemma":0.000008753545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002674545,"about_ca_topic_score_gemma":0.000002988262,"domain_scores_codex":[0.9988232,0.00002684284,0.0004129264,0.0002020433,0.0002019377,0.000333066],"domain_scores_gemma":[0.9994285,0.00003620351,0.00006360558,0.0003228074,0.00004704423,0.0001018307],"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":[0.00004766959,0.00005292814,0.0005496409,0.000144096,0.0001007507,0.00003492274,0.0004146689,0.03711613,0.9611149,0.00009958408,0.0001926583,0.0001319905],"study_design_scores_gemma":[0.0006691845,0.00006042492,0.03210105,0.00018802,0.00006555207,0.000004864829,0.00003232812,0.0005594019,0.9659143,0.00002418488,0.00007359511,0.0003070702],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965701,0.0001078706,0.0004620609,0.000005101577,0.001565937,0.0002437695,0.00009810807,0.0004908321,0.0004562776],"genre_scores_gemma":[0.9959776,0.00004656003,0.003625403,0.000002533515,0.00009555362,0.00002457661,0.00005422032,0.00007705614,0.00009649438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03655673,"threshold_uncertainty_score":0.9999852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663889825862206,"score_gpt":0.2081809920080475,"score_spread":0.1815420937494254,"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."}}