{"id":"W3128177393","doi":"10.1016/j.wear.2021.203642","title":"Contribution of cold-work to the wear resistance of materials and its limitation – A study combining molecular dynamics modeling and experimental investigation","year":2021,"lang":"en","type":"article","venue":"Wear","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Work (physics); Composite material; Modulus; Molecular dynamics; Wear resistance; Deformation (meteorology); Metal; Metallurgy; Thermodynamics; Computational chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005973778,0.0004326612,0.0005879099,0.0004782836,0.0005922494,0.0007186829,0.00108893,0.0006249707,0.001760256],"category_scores_gemma":[0.001724299,0.0003535229,0.0004891784,0.0002740753,0.0009058029,0.001239631,0.0004533203,0.0005181286,0.0002550047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000262828,"about_ca_system_score_gemma":0.0003335283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001034471,"about_ca_topic_score_gemma":0.0009163612,"domain_scores_codex":[0.9997392,0.00002454859,0.00001278639,0.00006341463,0.0001210638,0.00003893335],"domain_scores_gemma":[0.9990415,0.0004566933,0.0001046681,0.0002030017,0.0001635573,0.00003060373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0011191,0.0007128075,0.02215861,0.001692503,0.000171896,0.0009051529,0.0007108524,0.07832154,0.8235416,0.009189446,0.0007768284,0.06069973],"study_design_scores_gemma":[0.00005681315,0.0009820194,0.03882199,0.00009077877,0.0001479211,0.000589557,0.0003339353,0.5517465,0.4002689,0.002934887,0.003916351,0.0001102631],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833463,0.002767392,0.01107288,0.0001087056,0.00005085624,0.00003832268,0.0001352195,0.00006570142,0.002414597],"genre_scores_gemma":[0.9986662,0.0004314899,0.0005439978,0.000008715118,0.000005497363,0.00001294017,0.00004310704,0.0000121,0.0002759828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001760256,"threshold_uncertainty_score":0.005888581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476685849764149,"score_gpt":0.2189077540554762,"score_spread":0.2041408955578347,"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."}}