{"id":"W4413447779","doi":"10.1016/j.intermet.2025.108956","title":"Phase composition-guided design of nano strengthened high-entropy alloys for enhanced mechanical performance","year":2025,"lang":"en","type":"article","venue":"Intermetallics","topic":"High Entropy Alloys Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; Fondations communautaires du Canada; National Natural Science Foundation of China","keywords":"Materials science; Nano-; High entropy alloys; Phase (matter); Metallurgy; Composite material; Alloy; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001178359,0.0002614265,0.0002191838,0.0002890123,0.0002360912,0.0004113953,0.0003270441,0.0002454664,0.001116683],"category_scores_gemma":[0.0001530151,0.0001799703,0.0001368325,0.000140118,0.0001467117,0.000256967,0.0002014601,0.0002019807,0.0003662495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000355452,"about_ca_system_score_gemma":0.0003876998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000302855,"about_ca_topic_score_gemma":0.001582491,"domain_scores_codex":[0.9999558,0.000003672075,0.000002487049,0.000007648168,0.00002201701,0.000008335423],"domain_scores_gemma":[0.9999341,0.000006302749,0.0000212927,0.000004454986,0.00002471714,0.000009170585],"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":[0.0001215607,0.00009230748,0.0003612692,0.0001246438,0.0000133661,0.0000416507,0.00002440094,0.01190218,0.976862,0.002968177,0.0001835279,0.007304871],"study_design_scores_gemma":[0.00008092806,0.000697284,0.001712813,0.00002292855,0.00004994933,0.00008821404,0.00008253903,0.1532956,0.8365084,0.001160803,0.00627961,0.00002089893],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480749,0.001384099,0.03840071,0.0001607711,0.0001050203,0.0000620502,0.00008819045,0.0002174013,0.01150692],"genre_scores_gemma":[0.9849954,0.0002892175,0.01302526,0.00002353174,0.000008319045,0.00003210125,0.00003993081,0.00004021978,0.001546028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001116683,"threshold_uncertainty_score":0.003735721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01823104679065199,"score_gpt":0.2723902952416865,"score_spread":0.2541592484510344,"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."}}