{"id":"W2550808576","doi":"10.4028/www.scientific.net/msf.879.915","title":"Microstructure Evolution Induced by Sliding-Based Surface Thermomechanical Treatments - Application to Pure Copper","year":2016,"lang":"en","type":"article","venue":"Materials science forum","topic":"Surface Treatment and Residual Stress","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Materials science; Microstructure; Burnishing (metal); Machining; Metallurgy; Copper; Composite material; Surface layer; Wear resistance; Surface (topology); Layer (electronics); Geometry","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":[0.00008915172,0.0001883235,0.0001783337,0.0001451887,0.0001421804,0.0002183509,0.0001867003,0.0001376063,0.0007461762],"category_scores_gemma":[0.0001911278,0.000139987,0.0001214963,0.000167789,0.0002239188,0.00009796545,0.0001266218,0.000149301,0.00008082262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002680161,"about_ca_system_score_gemma":0.0001468891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009256384,"about_ca_topic_score_gemma":0.001616726,"domain_scores_codex":[0.9999247,0.000007325024,0.000003307067,0.00001702151,0.00003010294,0.00001755119],"domain_scores_gemma":[0.9999099,0.00001817459,0.00002361082,0.00002077188,0.00001870681,0.000008803238],"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":[0.00006505111,0.000008354739,0.0003008337,0.00006450377,0.000005043045,0.000046966,0.00004007503,0.0006640268,0.9952513,0.00004466124,0.00002466972,0.003484545],"study_design_scores_gemma":[0.000009344564,0.0002694013,0.004077101,0.000002568302,0.00001157015,0.00007257292,0.00003018917,0.003535822,0.9911544,0.00002866579,0.0008031581,0.000005157282],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960394,0.000453227,0.002683506,0.00001478677,0.00001434192,0.0000166115,0.00003553401,0.00007573175,0.0006667837],"genre_scores_gemma":[0.9978924,0.0001524247,0.001527693,0.000004274804,0.000003445216,0.000005645572,0.00002251913,0.00001329641,0.0003783404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009256384,"threshold_uncertainty_score":0.002496243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006842759732181248,"score_gpt":0.2254181806579596,"score_spread":0.2185754209257784,"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."}}