Evidence map›Paper›PMID 41422085›Full record

ArticleNature communications2025

Toward rational understanding of the hydrogen evolution polarization curves through multiscale simulations.

Weiqiang Shou, Wanghui Zhao, Yonghua Liu, Tao Wang

Abstract read
In one paragraph

Article in Nature communications, 2025. 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. Article
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

4 authors.

Weiqiang Shou *Center of Artificial Photosynthesis for Solar Fuels and Department of Chemistry, School of Science and Research Center for Industries of the Future, Westlake University, 600 Dunyu Road, Hangzhou, 310030, Zhejiang Province, China.
Wanghui Zhao *Center of Artificial Photosynthesis for Solar Fuels and Department of Chemistry, School of Science and Research Center for Industries of the Future, Westlake University, 600 Dunyu Road, Hangzhou, 310030, Zhejiang Province, China.
Yonghua LiuCenter of Artificial Photosynthesis for Solar Fuels and Department of Chemistry, School of Science and Research Center for Industries of the Future, Westlake University, 600 Dunyu Road, Hangzhou, 310030, Zhejiang Province, China.ORCID http://orcid.org/0009-0003-7276-6646
Tao WangCenter of Artificial Photosynthesis for Solar Fuels and Department of Chemistry, School of Science and Research Center for Industries of the Future, Westlake University, 600 Dunyu Road, Hangzhou, 310030, Zhejiang Province, China. twang@westlake.edu.cn.ORCID http://orcid.org/0000-0003-4451-2721

Funding

National Science Foundation of China | National Natural Science Foundation of China-Yunnan Joint Fund (NSFC-Yunnan Joint Fund) 22573081
6 · The paper itself

Abstract

To properly understand complex heterogeneous electrocatalytic processes, it is essential to consider not only the microscopic electrochemical reaction mechanisms at electrodes but also the macroscopic mass transport effects, which are usually overlooked in current computational electrochemistry. Here, we develop a multiscale simulation framework that integrates grand canonical density functional theory calculations, microkinetic modeling, and a continuum transport model to successfully reproduce the experimental polarization curves of hydrogen evolution reaction on Au(111) across the entire pH range. Our simulations reveal how the potential-dependent evolution of local environments governs reaction mechanisms and behavior, identifying a dynamic balance between local pH increases and decreases in reaction barriers that controls characteristic current plateaus. By classifying polarization curves into five distinct regimes based on their governing factors, we provide comprehensive mechanistic insights into how mass transport influences polarization behavior. Our multiscale simulation framework not only adequately reproduces existing experimental results but also provides a basis for rational optimization of the microenvironment to achieve efficient electrochemical processes.

Identifiers

PMID41422085
PMCPMC12823593

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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.