Evidence map›Paper›PMID 42231736›Full record

ArticleAdvanced materials (Deerfield Beach, Fla.)2026

Direct Imaging Reveals the Atomic Mechanism of Active-Site Formation in Nanoclusters for Hydrogen Production.

Emerson C Kohlrausch, Christopher Leist, Gazi N Aliev, Mohsen Danaie, Matthew Young, Madasamy Thangamuthu, Yifan Chen, William J Cull, Wolfgang Theis, Ute Kaiser and 2 more

Abstract read
In one paragraph

Article in Advanced materials (Deerfield Beach, Fla.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

12 authors.

Emerson C KohlrauschSchool of Chemistry, University of Nottingham, University Park, Nottingham, UK.
Christopher LeistInstitute of Quantum Optics and Electron Microscopy Group of Materials Science, Ulm University, Ulm, Germany.
Gazi N AlievSchool of Physics & Astronomy, University of Birmingham, Birmingham, UK.
Mohsen DanaieElectron Physical Science Imaging Centre, Diamond Light source, Didcot, UK.ORCID https://orcid.org/0000-0002-9325-7571
Matthew YoungSchool of Chemistry, University of Nottingham, University Park, Nottingham, UK.
Madasamy ThangamuthuSchool of Chemistry, University of Nottingham, University Park, Nottingham, UK.ORCID https://orcid.org/0000-0001-8391-3769
Yifan ChenSchool of Chemistry, University of Nottingham, University Park, Nottingham, UK.
William J CullSchool of Chemistry, University of Nottingham, University Park, Nottingham, UK.
Wolfgang TheisSchool of Physics & Astronomy, University of Birmingham, Birmingham, UK.ORCID https://orcid.org/0000-0002-4074-8318
Ute KaiserInstitute of Quantum Optics and Electron Microscopy Group of Materials Science, Ulm University, Ulm, Germany.
Andrei N KhlobystovSchool of Chemistry, University of Nottingham, University Park, Nottingham, UK.ORCID https://orcid.org/0000-0001-7738-4098
Jesum Alves FernandesSchool of Chemistry, University of Nottingham, University Park, Nottingham, UK.ORCID https://orcid.org/0000-0002-0468-7343

Funding

EPSRC EP/V000055/1
6 · The paper itself

Abstract

Understanding how catalytically active sites emerge and evolve under working conditions is a fundamental challenge that limits the rational design of heterogeneous catalysts. Here, we directly visualize the transformation between alloyed PtNi and phase-separated Pt-NiO nanoclusters during hydrogen evolution. Using in situ low-voltage aberration-corrected electron microscopy, with the electron beam serving as both the stimulus and probe, we track the formation of active sites under low-water-vapor conditions. PtNi nanoclusters were assembled with controlled mixing of the atoms, resulting in two distinct configurational entropy states. Under reaction conditions, the transformation of bimetallic nanoclusters shifts from an entropically stabilized alloy to an enthalpically favored phase-separated configuration, controlled by oxygen availability and by a critical nucleus size. The atomic dynamics observed in real space correlate directly with catalytic performance, where the low-entropy Pt-NiO state achieves a record hydrogen evolution mass activity of 11.1 A/mg

Indexed as

alloybimetallic stripcatalysischemical physicshydrogenhydrogen productionmaterials sciencenanoclusters

Identifiers

PMID42231736
PMCPMC13351794

What OpenQuestion holds

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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.