Evidence map›Paper›PMID 42493625›Full record

ArticleNature nanotechnology2026

Dynamic delocalization of stress in brittle battery positive electrode active materials by shape-memory polymer nanocoating.

Yutong Liu, Wenhua Zuo, Wei Wang, Cong Lin, Qingsong Weng, Yinggang Zhu, Kai Zhang, Ke Du, Haihui Ruan, Feng Pan and 5 more

Abstract read
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In one paragraph

Article in Nature nanotechnology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

15 authors.

Yutong Liu *Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, China.ORCID http://orcid.org/0000-0002-9021-0102
Wenhua Zuo *State Key Laboratory for Physical Chemistry of Solid Surfaces, and Department of Chemistry, College of Chemistry and Chemical Engineering, Xiamen University, Xiamen, China.
Wei Wang *Department of Mechanical Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, China.ORCID http://orcid.org/0000-0002-6422-9539
Cong LinDepartment of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, China.ORCID http://orcid.org/0000-0003-0021-5055
Qingsong WengDepartment of Mechanical Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, China.
Yinggang ZhuSchool of Energy and Environment, City University of Hong Kong, Kowloon Tong, Kowloon, Hong Kong SAR, China.ORCID http://orcid.org/0009-0003-8572-3186
Kai ZhangHigh Energy Photon Source, Institute of High Energy Physics, Chinese Academy of Sciences, Beijing, China.ORCID http://orcid.org/0000-0001-5058-9077
Ke DuSchool of Metallurgy and Environment, Central South University, Changsha, China.
Haihui RuanDepartment of Mechanical Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, China.ORCID http://orcid.org/0000-0002-9233-8820
Feng PanSchool of Advanced Materials, Peking University Shenzhen Graduate School, Shenzhen, China.ORCID http://orcid.org/0000-0002-8216-1339
Xuejie HuangBeijing National Center of Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing, China.ORCID http://orcid.org/0000-0001-5900-678X
Xiang LiuSchool of Materials Science and Engineering, Beihang University, Beijing, China. xiangliu@buaa.edu.cn.ORCID http://orcid.org/0000-0003-3293-9373
Hailong YuBeijing National Center of Condensed Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing, China. yuhailong@iphy.ac.cn.ORCID http://orcid.org/0009-0006-3405-5255
Guohua ChenDepartment of Chemical and Biological Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong SAR, China. kechengh@ust.hk.ORCID http://orcid.org/0000-0001-8912-543X
Qiang LiuDepartment of Mechanical Engineering, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR, China. keqiangliu@ust.hk.ORCID http://orcid.org/0000-0002-2881-7798

Funding

City University of Hong Kong (CityU) PGSHong Kong Polytechnic University (Hong Kong PolyU) PGSResearch Grants Council, University Grants Committee (RGC, UGC) N_CityU549/22Youth Innovation Promotion Association of the Chinese Academy of Sciences (Youth Innovation Promotion Association CAS) Y2023009
6 · The paper itself

Abstract

Stress-induced fractures are recognized as a primary cause of degradation in a wide range of positive electrode active materials during battery operation. However, the state-of-the-art mechanistic understanding and strategy development often overlook the brittle nature of these materials, as well as the dynamic and localized characteristics of mechanical stress during the charge and discharge cycles of the cell. Here we present a shape-memory polymer nanocoating method using initiated chemical vapour deposition to dynamically delocalize concentrated stresses in various positive electrode active materials, including Ni-rich layered oxides with different Ni contents and LiFePO

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Registered trials

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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.