{"id":"W4408882345","doi":"10.1016/j.jallcom.2025.180003","title":"Self-generating lubricious oxides for friction reduction in FeCoNiMo and CrCoNiMo from room temperature to 1000 °C","year":2025,"lang":"en","type":"article","venue":"Journal of Alloys and Compounds","topic":"Tribology and Wear Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada; University of Toronto","keywords":"Reduction (mathematics); Materials science; Metallurgy; Nanotechnology; Mathematics","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":[0.00007591656,0.0002791407,0.0001603297,0.0002760784,0.0001435596,0.0002047492,0.0002352926,0.0002343312,0.0005968821],"category_scores_gemma":[0.000259139,0.0001615973,0.0001579059,0.0002005573,0.0001317579,0.0001850646,0.0001701855,0.0002434702,0.0001815881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003051202,"about_ca_system_score_gemma":0.0001028113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00172802,"about_ca_topic_score_gemma":0.004984741,"domain_scores_codex":[0.9999018,0.000004505524,0.000005332465,0.0000206825,0.00005091446,0.00001672794],"domain_scores_gemma":[0.9999263,0.000007158083,0.00002575464,0.000007797223,0.00002468351,0.000008251169],"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":[0.00002599302,0.000005595124,0.0004642369,0.0000782666,0.000005279997,0.00004136082,0.00002866238,0.00008905484,0.9972225,0.0001090205,0.00008202418,0.001848046],"study_design_scores_gemma":[0.000002345384,0.00006720203,0.003777944,0.000007608268,0.000007065002,0.0000641929,0.00002396253,0.000903316,0.9925625,0.00001715867,0.002560924,0.000005721849],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958475,0.00116699,0.001486427,0.0000342674,0.00002397985,0.00001252168,0.0001661756,0.00008841577,0.001173689],"genre_scores_gemma":[0.9946813,0.0004346345,0.003081237,0.00001828244,0.000005271833,0.00002348431,0.0001740628,0.00001923377,0.001562558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00172802,"threshold_uncertainty_score":0.00343591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003865423438525176,"score_gpt":0.2114284071454621,"score_spread":0.207562983706937,"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."}}