Evidence map›Paper›PMID 42099538›Full record

ReviewChemical science2026

Beyond static paradigms: defect dynamic evolution and advanced applications in water electrolysis.

Xiaojun Wang, Huilin Zhao, Lei Li, Weiping Xiao, Guangrui Xu, Guangying Fu, Lei Wang, Zexing Wu

Abstract readReview
In one paragraph

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

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

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

8 authors.

Xiaojun WangState Key Laboratory of Advanced Optical Polymer and Manufacturing Technology, Key Laboratory of Eco-chemical Engineering, Ministry of Education, International Science and Technology Cooperation Base of Eco-chemical Engineering and Green Manufacturing, College of Chemistry and Molecular Engineering, Qingdao University of Science & Technology 53 Zhengzhou Road Qingdao 266042 P. R. China splswzx@qust.edu.cn inorchemwl@126.com.
Huilin ZhaoState Key Laboratory of Advanced Optical Polymer and Manufacturing Technology, Key Laboratory of Eco-chemical Engineering, Ministry of Education, International Science and Technology Cooperation Base of Eco-chemical Engineering and Green Manufacturing, College of Chemistry and Molecular Engineering, Qingdao University of Science & Technology 53 Zhengzhou Road Qingdao 266042 P. R. China splswzx@qust.edu.cn inorchemwl@126.com.
Lei LiCollege of Biological, Chemical Sciences and Engineering, Jiaxing University Jiaxing Zhejiang 314001 China leili@mail.zjxu.edu.cn.ORCID https://orcid.org/0000-0003-4949-6484
Weiping XiaoCollege of Science, Nanjing Forestry University Nanjing 210037 P. R. China.ORCID https://orcid.org/0000-0002-3337-1807
Guangrui XuCollege of Materials Science and Engineering, Qingdao University of Science & Technology 53 Zhengzhou Road Qingdao 266042 P. R. China.ORCID https://orcid.org/0000-0003-1593-532X
Guangying FuKey Laboratory of Photoelectric Conversion and Utilization of Solar Energy, Qingdao Institute of Bioenergy and Bioprocess Technology, Chinese Academy of Sciences CN-266101 Qingdao China fugy@qibebt.ac.cn.
Lei WangState Key Laboratory of Advanced Optical Polymer and Manufacturing Technology, Key Laboratory of Eco-chemical Engineering, Ministry of Education, International Science and Technology Cooperation Base of Eco-chemical Engineering and Green Manufacturing, College of Chemistry and Molecular Engineering, Qingdao University of Science & Technology 53 Zhengzhou Road Qingdao 266042 P. R. China splswzx@qust.edu.cn inorchemwl@126.com.ORCID https://orcid.org/0000-0001-7275-4846
Zexing WuState Key Laboratory of Advanced Optical Polymer and Manufacturing Technology, Key Laboratory of Eco-chemical Engineering, Ministry of Education, International Science and Technology Cooperation Base of Eco-chemical Engineering and Green Manufacturing, College of Chemistry and Molecular Engineering, Qingdao University of Science & Technology 53 Zhengzhou Road Qingdao 266042 P. R. China splswzx@qust.edu.cn inorchemwl@126.com.ORCID https://orcid.org/0000-0002-9059-8688

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Electrocatalytic reactions play crucial roles in energy conversion and green chemical synthesis; however, their practical applications are often constrained by sluggish reaction kinetics, high overpotentials, and insufficient operational stability. In recent years, defect engineering has emerged as an effective structural regulation strategy, providing new opportunities to enhance electrocatalytic performance through the deliberate introduction of non-ideal structural features, such as vacancies, heteroatom dopants and interfacial architectures. Accumulating studies have demonstrated that defects not only modulate the electronic structure of catalysts and reaction pathways, but that their dynamic evolution under specific reaction conditions also exerts profound influence on the real working-state structure and long-term catalytic performance. Owing to central importance in green hydrogen production, water-splitting reactions serve as representative model systems for elucidating defect-structure-activity relationships. In this review, we systematically summarize recent advances in defect engineering for electrocatalysis, with particular focus on water electrolysis. Emphasis is placed on defect types and structural characteristics, construction strategies, dynamic evolution behaviors, and their typical applications, while current challenges and future research directions are also discussed, aiming to provide valuable guidance for the rational design and practical implementation of high-performance defect-engineered electrocatalysts.

Identifiers

PMID42099538
PMCPMC13147289

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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.