Evidence map›Paper›PMID 40584357›Full record

ArticleACS omega2025

Machine Learning Force Field Predictions of Structural and Dynamical Properties in HOPG Defects and the HOPG-Water Interface with Electronic Structure Analysis.

Mary T Ajide, Parisa Naeiji, Joaquín Klug, Niall J English

Abstract read
In one paragraph

Article in ACS omega, 2025. 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

4 authors.

Mary T AjideSchool of Chemical & Bioprocess Engineering, University College Dublin, Belfield, Dublin 4, Ireland.ORCID https://orcid.org/0000-0002-1533-5204
Parisa NaeijiSchool of Chemical & Bioprocess Engineering, University College Dublin, Belfield, Dublin 4, Ireland.ORCID https://orcid.org/0000-0003-2206-5510
Joaquín KlugDepartment of Life Sciences, Atlantic Technological University, ATU Sligo, Ash Lane, Sligo F91 YW50, Ireland.ORCID https://orcid.org/0000-0002-6820-0899
Niall J EnglishSchool of Chemical & Bioprocess Engineering, University College Dublin, Belfield, Dublin 4, Ireland.ORCID https://orcid.org/0000-0002-8460-3540

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Understanding the electronic, structural, and dynamical properties of highly oriented pyrolytic graphite (HOPG) and its interface with water is crucial, as its layered structure, vacancy defects, and elemental doping offer untapped potential across various fields. This study employed

Identifiers

PMID40584357
PMCPMC12198994

What OpenQuestion holds

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LicenceCC BY
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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.