{"id":"W1981634742","doi":"10.1361/10599490523346","title":"Residual Stress Characterization in Structural Materials by Destructive and Nondestructive Techniques","year":2005,"lang":"en","type":"article","venue":"Journal of Materials Engineering and Performance","topic":"Muon and positron interactions and applications","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Materials science; Residual stress; Austenite; Metallurgy; Welding; Ultimate tensile strength; Martensite; Structural material; Austenitic stainless steel; Nuclear transmutation; Neutron; Microstructure; 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":[0.0000956888,0.0001089543,0.0001756175,0.0001092278,0.00003079338,0.00006860527,0.00004644338,0.00005355816,0.00003213769],"category_scores_gemma":[0.00000385968,0.00009780626,0.000008001251,0.00004611825,0.00001502059,0.0003873806,0.00001022802,0.00009090871,5.756941e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002977832,"about_ca_system_score_gemma":0.000004719206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004011695,"about_ca_topic_score_gemma":7.45024e-7,"domain_scores_codex":[0.9994585,0.000009392963,0.0003053859,0.00006186658,0.00005666928,0.0001081791],"domain_scores_gemma":[0.9997983,0.00001318675,0.00007306613,0.00004626306,0.00002893509,0.00004026385],"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":[0.00002717354,0.000003923828,0.0003860434,0.00008717057,0.00001247627,5.558172e-7,0.0001979064,0.0007758669,0.9937755,0.00008741347,0.00001925776,0.00462675],"study_design_scores_gemma":[0.0001749409,0.00005154559,0.03827307,0.0001356227,0.000008061156,0.0001244384,0.00002235022,0.001770231,0.9584579,0.00000675317,0.0008531776,0.0001218944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991581,0.00009654637,0.0002748292,0.00003262637,0.0001998793,0.00006378017,0.0001253901,0.00002793664,0.00002084189],"genre_scores_gemma":[0.9974602,0.0006698092,0.001563483,0.000006588162,0.0002486668,0.000008032905,0.00001866132,0.00001378666,0.00001070187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03788703,"threshold_uncertainty_score":0.3988423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002877696644988632,"score_gpt":0.1995495504447628,"score_spread":0.1966718537997742,"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."}}