Evidence map›Paper›PMID 42160265›Full record

ArticleJournal of the American Chemical Society2026

Accelerated Reaction Exploration across Scales: A Hybrid Operando and Modeling Study of Oxidation Kinetics in Monolayer Tungsten Disulfide.

Jad Jaafar, Ye Fan, Maryam Kazemzadeh-Atoufi, Ryo Mizuta, Jinfeng Yang, Jack E N Swallow, Elizabeth Jones, Matthijs Van Spronsen, Georg Held, Robert S Weatherup and 4 more

Abstract read
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In one paragraph

Article in Journal of the American Chemical Society, 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

14 authors.

Jad JaafarDepartment of Engineering, University of Cambridge, Cambridge CB3 0FA, U.K.
Ye FanDepartment of Engineering, University of Cambridge, Cambridge CB3 0FA, U.K.
Maryam Kazemzadeh-AtoufiDepartment of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States.
Ryo MizutaDepartment of Engineering, University of Cambridge, Cambridge CB3 0FA, U.K.
Jinfeng YangDepartment of Engineering, University of Cambridge, Cambridge CB3 0FA, U.K.
Jack E N SwallowDepartment of Materials, University of Oxford, Oxford OX1 3PH, U.K.
Elizabeth JonesDepartment of Materials, University of Oxford, Oxford OX1 3PH, U.K.
Matthijs Van SpronsenDiamond Light Source, Didcot OX11 0DE, U.K.ORCID 0000-0002-5136-2816
Georg HeldDiamond Light Source, Didcot OX11 0DE, U.K.ORCID 0000-0003-0726-4183
Robert S WeatherupDepartment of Materials, University of Oxford, Oxford OX1 3PH, U.K.ORCID 0000-0002-3993-9045
Peter VoorheesDepartment of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States.ORCID 0000-0003-2769-392X
David J WalesDepartment of Chemistry, University of Cambridge, Cambridge CB2 1EW, U.K.ORCID 0000-0002-3555-6645
Gabor CsanyiDepartment of Engineering, University of Cambridge, Cambridge CB3 0FA, U.K.ORCID 0000-0002-8180-2034
Stephan HofmannDepartment of Engineering, University of Cambridge, Cambridge CB3 0FA, U.K.ORCID 0000-0001-6375-1459

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The commercialization of emerging materials is hindered by the empirical nature of process development, with the underpinning solid-state reaction kinetics remaining elusive due to their inherent multistep and multiscale character and the vast configurational and parameter space. We combine high-throughput

Identifiers

PMID42160265
PMCPMC13244466

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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.