Evidence map›Paper›PMID 42789694›Full record

ArticleScience advances2026

Boron-assisted synthesis of compositionally complex amorphous oxides via short-range-order-constrained generative design.

Honglin Li, Chuhao Liu, Yongfeng Guo, Xiaoshan Luo, Yijie Chen, Guangsheng Liu, Yu Li, Zhenyu Wang, Jianzhuo Wu, Shouwei Zuo and 12 more

Abstract read
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In one paragraph

Article in Science advances, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

22 authors.

Honglin LiKey Laboratory of Material Simulation Methods and Software of Ministry of Education, College of Physics, Jilin University, Changchun, China.ORCID 0009-0001-1717-6593
Chuhao LiuCollege of Chemistry and Molecular Engineering, Peking University, Beijing, China.ORCID 0000-0002-7957-9101
Yongfeng GuoAiiso Yufeng Li Family Department of Chemical and Nano Engineering, University of California, San Diego, La Jolla, CA, USA.ORCID 0009-0005-1091-0328
Xiaoshan LuoKey Laboratory of Material Simulation Methods and Software of Ministry of Education, College of Physics, Jilin University, Changchun, China.ORCID 0000-0001-5873-4347
Yijie ChenInstitute of Modern Physics, Fudan University, Shanghai, China.ORCID 0000-0002-6916-4914
Guangsheng LiuProgram in Materials Science and Engineering, University of California, San Diego, La Jolla, CA, USA.
Yu LiAiiso Yufeng Li Family Department of Chemical and Nano Engineering, University of California, San Diego, La Jolla, CA, USA.
Zhenyu WangKey Laboratory of Material Simulation Methods and Software of Ministry of Education, College of Physics, Jilin University, Changchun, China.ORCID 0009-0007-7927-6753
Jianzhuo WuAiiso Yufeng Li Family Department of Chemical and Nano Engineering, University of California, San Diego, La Jolla, CA, USA.ORCID 0009-0006-4068-6088
Shouwei ZuoCenter for Renewable Energy and Storage Technologies, Physical Science and Engineering Division, King Abdullah University of Science and Technology, Thuwal, Kingdom of Saudi Arabia.ORCID 0000-0001-8936-4668
Zhen LuoCollege of Chemistry and Molecular Engineering, Peking University, Beijing, China.
Cheng PengCollege of Chemistry and Molecular Engineering, Peking University, Beijing, China.
Qinyu JiangInstitute of Molecular Engineering Plus, College of Chemistry, Fuzhou University, Fuzhou, China.ORCID 0009-0007-6826-0887
Jialu LiProgram in Materials Science and Engineering, University of California, San Diego, La Jolla, CA, USA.
Cheng MaKey Laboratory of Material Simulation Methods and Software of Ministry of Education, College of Physics, Jilin University, Changchun, China.
Zhuohang XieKey Laboratory of Material Simulation Methods and Software of Ministry of Education, College of Physics, Jilin University, Changchun, China.
Jian LvKey Laboratory of Material Simulation Methods and Software of Ministry of Education, College of Physics, Jilin University, Changchun, China.ORCID 0000-0002-6201-9888
Yufei DingDepartment of Computer Science and Engineering, University of California, San Diego, La Jolla, CA, USA.
Huabin ZhangCenter for Renewable Energy and Storage Technologies, Physical Science and Engineering Division, King Abdullah University of Science and Technology, Thuwal, Kingdom of Saudi Arabia.ORCID 0000-0003-1601-2471
Mufan LiCollege of Chemistry and Molecular Engineering, Peking University, Beijing, China.ORCID 0000-0002-4575-4055
Yanchao WangKey Laboratory of Material Simulation Methods and Software of Ministry of Education, College of Physics, Jilin University, Changchun, China.ORCID 0000-0003-4518-925X
Wan-Lu LiAiiso Yufeng Li Family Department of Chemical and Nano Engineering, University of California, San Diego, La Jolla, CA, USA.ORCID 0000-0003-0098-0670

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Engineering short-range atomic order offers a promising route to design amorphous solids. Here, we establish a boron-assisted amorphization strategy using ApolloX, a theory-guided, short-range-order-constrained generative framework for identifying low-energy configurations in compositionally complex multielement systems. Using FeCoNiMoBO

Identifiers

PMID42789694
PMCPMC13614375

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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.