{"id":"W4407059080","doi":"10.1016/j.wear.2025.205847","title":"Bauschinger effect in nano-grinding of 3C-SiC: A molecular dynamics study","year":2025,"lang":"en","type":"article","venue":"Wear","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Young Scientists Fund; Guangxi Key Lab of Manufacturing System and Advanced Manufacturing Technology; Taishan Scholar Foundation of Shandong Province; National Natural Science Foundation of China; Shandong University","keywords":"Materials science; Grinding; Nano-; Bauschinger effect; Molecular dynamics; Nanotechnology; Dynamics (music); Composite material; Metallurgy; Acoustics","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":[0.0002701983,0.0001240617,0.0002221083,0.0001947087,0.00001549573,0.00001056855,0.0001759294,0.00006150884,0.000003799469],"category_scores_gemma":[0.00008942281,0.0001314285,0.00003757632,0.0003200135,0.00001398984,0.00008518407,0.00007325524,0.0002141469,0.000004003851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001899503,"about_ca_system_score_gemma":0.00001141321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006546349,"about_ca_topic_score_gemma":0.00009713034,"domain_scores_codex":[0.999335,0.00005188154,0.0001894962,0.0001339547,0.0001034109,0.0001862508],"domain_scores_gemma":[0.9996086,0.00008070716,0.00001946389,0.0002606551,0.00001060124,0.00001997036],"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":[0.00005608671,0.0002521024,0.2841846,0.0008465144,0.0002430875,0.0001317975,0.002786751,0.1560696,0.5360094,0.01120732,0.0003162657,0.007896401],"study_design_scores_gemma":[0.002123903,0.0004134187,0.03831993,0.001074774,0.00008947069,0.00000237648,0.0007397277,0.1350081,0.8109274,0.0099709,0.0004806502,0.0008493941],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750546,0.0001235517,0.02164659,0.00001613293,0.0001296294,0.0003647045,0.000004352418,0.0003698732,0.002290629],"genre_scores_gemma":[0.9947028,0.000004799638,0.005168649,0.00001189504,0.000004638784,0.00002808777,0.000001595079,0.00002729141,0.0000502777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.274918,"threshold_uncertainty_score":0.5359498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002534235160978124,"score_gpt":0.2479310200189235,"score_spread":0.2453967848579454,"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."}}