{"id":"W3215239294","doi":"10.1007/s11249-021-01542-7","title":"Clarification of the Puzzled Effects of Cold Work on Wear of Metals from the Viewpoint of Wearing Energy Consumption","year":2021,"lang":"en","type":"article","venue":"Tribology Letters","topic":"Metal Alloys Wear and Properties","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Hardening (computing); Strain hardening exponent; Work hardening; Wear resistance; Metallurgy; Metal; Composite material; 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":[0.0004783231,0.00007970131,0.0003289552,0.00002537115,0.00003274588,0.00000390185,0.0002460864,0.00006966609,0.0001389905],"category_scores_gemma":[0.0002444393,0.00004519123,0.0001105392,0.0001374559,0.0003420413,0.00002984565,0.00007331113,0.00008187812,0.000008181401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008700081,"about_ca_system_score_gemma":0.00002511792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001946177,"about_ca_topic_score_gemma":0.00001347801,"domain_scores_codex":[0.9984019,0.0007899938,0.0003741976,0.0001492498,0.0001836452,0.000100977],"domain_scores_gemma":[0.9984735,0.0006913401,0.0003606765,0.0004037186,0.00005797259,0.00001276233],"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":[0.00009847658,0.00004162561,0.001387987,0.00007185735,0.00004844926,5.828809e-7,0.0002824748,0.0000883074,0.9949475,0.002720583,0.0001465172,0.000165661],"study_design_scores_gemma":[0.0002848744,0.00003674168,0.03243212,0.0001281993,0.00008055758,5.902427e-7,0.00001951904,0.000007567843,0.9665981,0.0001541512,0.0002182808,0.00003929706],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959084,0.000804452,0.0004112921,0.002328024,0.0003619053,0.0001275804,0.0000112839,0.000005333635,0.00004169035],"genre_scores_gemma":[0.9987719,0.00007822349,0.0002386121,0.0008255347,0.0000207398,0.00001047781,0.000003550299,0.000005864235,0.00004508931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03104413,"threshold_uncertainty_score":0.1842845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093330443076061,"score_gpt":0.2165451329905688,"score_spread":0.1956118285598082,"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."}}