Evidence map›Paper›PMID 42348829›Full record

ReviewChemical reviews2026

Electrochemical Electron Transfer: Key Concepts, Theories, and Parameterization via Atomistic Simulations.

Mengke Zhang, Yanxia Chen, Marko M Melander, Jun Huang

Abstract readReview
In one paragraph

Review in Chemical reviews, 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

4 authors.

Mengke ZhangHefei National Research Center for Physical Science at Microscale and Department of Chemical Physics, University of Science and Technology of China, 230026 Hefei, China.
Yanxia ChenHefei National Research Center for Physical Science at Microscale and Department of Chemical Physics, University of Science and Technology of China, 230026 Hefei, China.ORCID 0000-0002-1370-7422
Marko M MelanderDepartment of Chemistry, Nanoscience Center, University of Jyväskylä, P.O. Box 35 (YN), FI-40014 Jyväskylä, Finland.ORCID 0000-0001-7111-1603
Jun HuangInstitute of Energy Technologies, IET-3: Theory and Computation of Energy Materials, Forschungszentrum Jülich GmbH, 52425 Jülich, Germany.ORCID 0000-0002-1668-5361

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Electron transfer (ET) at electrochemical interfaces lies at the heart of numerous modern technologies, yet its theoretical description and computational modeling remain dynamic areas of research. This review is aimed at elucidating the key concepts and theories of ET kinetics, focusing on the coupling between classical solvent fluctuations and quantum electronic states of metallic electrodes and redox species. We begin with fundamental rate theories, reaction coordinates, and time scales relevant to electrochemical systems, and then systematically explore the regimes of weak, strong, and intermediate electronic coupling. Special attention is given to solvent dynamics and the structure of the electrical double layer (EDL), both of which critically impact ET kinetics. Atomistic simulations, particularly density functional theory (DFT) and molecular dynamics (MD), are highlighted as useful tools for assessing key assumptions such as linear response and determining key parameters such as solvent reorganization energy, electronic coupling strength, and those describing nuclear dynamics. We conclude by outlining opportunities for advancing the field through multiscale, quantum-classical models that incorporate EDL effects, multiple reaction coordinates, solvent-controlled dynamics, and transitions between adiabatic and nonadiabatic regimes. This review aims to serve as both a conceptual guide and a practical resource for researchers seeking to integrate theory and simulation in the study of electrochemical ET across diverse systems.

Identifiers

PMID42348829
PMCPMC13352519

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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.