{"id":"W7111704991","doi":"","title":"Understanding The Effect of Shot Peening on Stress Corrosion Cracking of 316L Stainless Steel in High Temperature Water","year":2025,"lang":"en","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Sciences and Engineering Research Council of Canada","funders":"","keywords":"Stress corrosion cracking; Intergranular corrosion; Strain rate; Residual stress; Ultimate tensile strength; Cracking; Shot peening; Polishing; Peening; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000113501,0.000166377,0.0001878074,0.0001119354,0.0000965178,0.0001675537,0.0001592409,0.0003241755,0.001004211],"category_scores_gemma":[0.0001625016,0.0001304663,0.000219719,0.00008942622,0.0001488071,0.0002955919,0.0001112587,0.000315611,0.0001490041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001415286,"about_ca_system_score_gemma":0.00009674438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0010981,"about_ca_topic_score_gemma":0.002543908,"domain_scores_codex":[0.9998943,0.000006837709,0.000005366534,0.0000204592,0.00004954973,0.00002343322],"domain_scores_gemma":[0.9998834,0.00002207275,0.00003227449,0.000007048578,0.00004543543,0.000009690012],"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":[0.00002889591,0.000005721955,0.0003316089,0.00005384676,0.000002324256,0.00002786376,0.00001852081,0.00009085398,0.9983462,0.000007078391,0.00001021322,0.001076765],"study_design_scores_gemma":[0.000002725271,0.0004886899,0.01522288,0.000005847804,0.0000112635,0.00004764218,0.0000888256,0.001350038,0.9823787,0.00001417384,0.0003842796,0.000005081853],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983252,0.0004489852,0.0007749014,0.00001865206,0.000004708148,0.000009455272,0.00006329536,0.00001564951,0.0003392014],"genre_scores_gemma":[0.9983097,0.000310246,0.0007294408,0.00001518333,0.000001752328,0.000006028626,0.00006777652,0.00000588662,0.0005538083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0010981,"threshold_uncertainty_score":0.003359437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06571157477526116,"score_gpt":0.2743539891375299,"score_spread":0.2086424143622687,"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."}}