Evidence map›Paper›PMID 42425984›Full record

ArticleNature communications2026

High temperature Nb-Si alloys using data science: optimization of fracture toughness and high-temperature strength.

Chao Xu, Dezhi Chen, Xiaofu Zhang, Qi Wang, Jingyue Yu, Shu Wang, Jingjie Guo, Hengzhi Fu, Ruirun Chen, Turab Lookman

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

11 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Chao XuNational Key Laboratory for Precision Hot Processing of Metals, Harbin Institute of Technology, Harbin, PR China.ORCID http://orcid.org/0009-0006-9067-8932
Dezhi ChenNational Key Laboratory for Precision Hot Processing of Metals, Harbin Institute of Technology, Harbin, PR China. chendezhi383@163.com.ORCID http://orcid.org/0009-0000-9246-4141
Xiaofu ZhangNational Key Laboratory for Precision Hot Processing of Metals, Harbin Institute of Technology, Harbin, PR China.
Qi WangNational Key Laboratory for Precision Hot Processing of Metals, Harbin Institute of Technology, Harbin, PR China.
Jingyue YuNational Key Laboratory for Precision Hot Processing of Metals, Harbin Institute of Technology, Harbin, PR China.
Shu WangNational Key Laboratory for Precision Hot Processing of Metals, Harbin Institute of Technology, Harbin, PR China.
Jingjie GuoNational Key Laboratory for Precision Hot Processing of Metals, Harbin Institute of Technology, Harbin, PR China.
Hengzhi FuNational Key Laboratory for Precision Hot Processing of Metals, Harbin Institute of Technology, Harbin, PR China.
Ruirun ChenNational Key Laboratory for Precision Hot Processing of Metals, Harbin Institute of Technology, Harbin, PR China. ruirunchen@hit.edu.cn.
Turab LookmanAiMaterials Research LLC, Santa Fe, NM, USA. turablookman@gmail.com.ORCID http://orcid.org/0000-0001-8122-5671

Funding

National Natural Science Foundation of China (National Science Foundation of China) 52404357National Natural Science Foundation of China (National Science Foundation of China) 52425401Natural Science Foundation of Heilongjiang Province LH2024E027
6 · The paper itself

Abstract

High temperature Nb-Si based alloys face a critical challenge: achieving adequate room-temperature fracture toughness ( > 18 MPa·m

Identifiers

PMID42425984
PMCPMC13483041

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.