Evidence map›Paper›PMID 41019103›Full record

ArticleACS central science2025

Accelerating and Enhancing Thermodynamic Simulations of Electrochemical Interfaces.

Xiaochen Du, Mengren Liu, Jiayu Peng, Hoje Chun, Alexander Hoffman, Bilge Yildiz, Lin Li, Martin Z Bazant, Rafael Gómez-Bombarelli

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in ACS central science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Accelerating Catalyst Materials Discovery With Large Artificial Intelligence Models.Angewandte Chemie (International ed. in English) · 2026
    Review
  2. Oxygen Evolution Reaction Catalysts for Acidic-Media COAdvanced materials (Deerfield Beach, Fla.) · 2026
    Review
  3. Review
  4. 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

9 authors.

Xiaochen DuDepartment of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States.ORCID https://orcid.org/0000-0001-6228-0907
Mengren LiuDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02319, United States.ORCID https://orcid.org/0000-0002-4814-8544
Jiayu PengDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02319, United States.ORCID https://orcid.org/0000-0003-3696-770X
Hoje ChunDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02319, United States.
Alexander HoffmanDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02319, United States.ORCID https://orcid.org/0000-0002-1337-9297
Bilge YildizDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02319, United States.ORCID https://orcid.org/0000-0002-2688-5666
Lin LiMassachusetts Institute of Technology Lincoln Laboratory, Lexington, Massachusetts 02421, United States.
Martin Z BazantDepartment of Chemical Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02139, United States.ORCID https://orcid.org/0000-0002-8200-4501
Rafael Gómez-BombarelliDepartment of Materials Science and Engineering, Massachusetts Institute of Technology, Cambridge, Massachusetts 02319, United States.ORCID https://orcid.org/0000-0002-9495-8599

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Electrochemical interfaces are crucial in catalysis, energy storage, and corrosion, where their stability and reactivity depend on complex interactions between the electrode, adsorbates, and electrolyte. Predicting stable surface structures remains challenging, as traditional surface Pourbaix diagrams tend to either rely on expert knowledge or costly

Identifiers

PMID41019103
PMCPMC12464767

What OpenQuestion holds

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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.