{"id":"W3098104058","doi":"10.3390/ma13225190","title":"On the Surface Residual Stress Measurement in Magnesium Alloys Using X-Ray Diffraction","year":2020,"lang":"en","type":"article","venue":"Materials","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Residual stress; Materials science; Diffraction; Polishing; Penetration depth; Residual; Surface layer; X-ray crystallography; Penetration (warfare); Electron backscatter diffraction; Metallurgy; Composite material; Layer (electronics); Optics; Microstructure","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002079821,0.0001712866,0.0001803838,0.00002056391,0.00005610349,0.00008688358,0.0001143194,0.00006444339,0.0004326586],"category_scores_gemma":[0.00003474832,0.0001163033,0.00002224335,0.00009429811,0.00001586505,0.00006979365,0.00002445554,0.00007291159,0.00007987189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001202719,"about_ca_system_score_gemma":0.000009201487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001699821,"about_ca_topic_score_gemma":0.00004216399,"domain_scores_codex":[0.9990048,0.0001107539,0.000209965,0.0001584988,0.0002945891,0.0002213247],"domain_scores_gemma":[0.9997094,0.00005358977,0.00003233771,0.0001400742,0.00001873595,0.00004582835],"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":[0.00007404022,0.00003643383,0.0008405204,0.00007314306,0.00003523396,0.00001950556,0.0004074953,0.1775038,0.8204673,0.00004946313,0.0004279077,0.00006510531],"study_design_scores_gemma":[0.0006322503,0.0000712074,0.02319587,0.00007756586,0.00003740696,7.046968e-7,0.0003290398,0.001885559,0.9731911,0.00004569114,0.0002570289,0.0002765532],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979295,0.0001392539,0.00002178884,0.0005976145,0.0004756166,0.0002731238,0.00003454733,0.0001342185,0.0003943035],"genre_scores_gemma":[0.9996462,0.00001904627,0.00007573715,0.00006033968,0.0001267577,0.000009403687,0.000007918622,0.00003160908,0.00002293602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1756183,"threshold_uncertainty_score":0.4742711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05242826118941146,"score_gpt":0.2287983970585557,"score_spread":0.1763701358691442,"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."}}