Evidence map›Paper›PMID 41592215›Full record

ArticleACS applied materials & interfaces2026

Platinum Atoms Dynamics on the Surface of Hexagonal Boron Nitride Containing Vacancy Defects.

Sadegh Ghaderzadeh, Ilya Popov, Wolfgang Theis, Jesum Alves Fernandes, Andrei N Khlobystov, Elena Besley

Abstract read
In one paragraph

Article in ACS applied materials & interfaces, 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

6 authors.

Sadegh GhaderzadehSchool of Chemistry, University of Nottingham, University Park, Nottingham NG7 2RD, UK.ORCID 0000-0003-4416-7147
Ilya PopovSchool of Chemistry, University of Nottingham, University Park, Nottingham NG7 2RD, UK.
Wolfgang TheisSchool of Physics and Astronomy, University of Birmingham, Edgbaston B15 2TT, UK.ORCID 0000-0002-4074-8318
Jesum Alves FernandesSchool of Chemistry, University of Nottingham, University Park, Nottingham NG7 2RD, UK.
Andrei N KhlobystovSchool of Chemistry, University of Nottingham, University Park, Nottingham NG7 2RD, UK.ORCID 0000-0001-7738-4098
Elena BesleySchool of Chemistry, University of Nottingham, University Park, Nottingham NG7 2RD, UK.ORCID 0000-0002-9910-7603

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Single-atom catalysts (SACs) have transformed the field of heterogeneous catalysis by enabling efficient utilization of metal atoms and enhancing the selectivity and activity of chemical reactions. The propensity of metal atoms to aggregate into nanoclusters complicates the consistent production of SACs and creates challenges in understanding their interactions with naturally defected supports. Based on the example of platinum SACs on hexagonal boron nitride, this study combines ab initio computational methods with kinetic nucleation model to propose a route to controlled fabrication of SACs through defect engineering. It shows that diffusion barriers obtained for an isolated SAC on pristine surface do not represent realistic growth conditions and highlights the importance of accounting for collective atomic behavior when modeling nucleation and growth processes. The study extends the classical Volmer-Weber mechanism of nanocluster growth to account also for the presence of surface vacancy defects and predicts the values of the single atom-to-nanocluster ratio as a function of the surface defect density and platinum loading. The effect of ambient oxygen on platinum SACs formation has been examined to investigate its role in hindering metal interactions with defects and promoting clustering.

Indexed as

ab initio methodsdefect engineeringhexagonal boron nitridekinetic nucleation theorymagnetron sputteringsingle-atom catalysts

Identifiers

PMID41592215
PMCPMC12903112

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.