TheMeCat: Dataset of Thermocatalytic Conversion of CO

Árpád I Toldy, Prajwal Pisal, Ondřej Krejčí, Patrick Rinke, Annukka Santasalo-Aarnio

Abstract read

In one paragraph

Article in Scientific data, 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

5 authors.

Árpád I ToldyDepartment of Energy and Mechanical Engineering, Aalto University, P.O. Box 11000, AALTO, FI-00076, Finland.ORCID http://orcid.org/0000-0001-9027-4854

Prajwal PisalDepartment of Applied Physics, Aalto University, P.O. Box 11000, AALTO, FI-00076, Finland.

Ondřej KrejčíDepartment of Applied Physics, Aalto University, P.O. Box 11000, AALTO, FI-00076, Finland.

Patrick RinkeDepartment of Applied Physics, Aalto University, P.O. Box 11000, AALTO, FI-00076, Finland.ORCID http://orcid.org/0000-0003-1898-723X

Annukka Santasalo-AarnioDepartment of Energy and Mechanical Engineering, Aalto University, P.O. Box 11000, AALTO, FI-00076, Finland. annukka.santasalo@aalto.fi.

Funding

Academy of Finland (Suomen Akatemia) 348179Academy of Finland (Suomen Akatemia) 348180

6 · The paper itself

Abstract

Data-driven materials discovery to accelerate the development of new catalysts for the green transition shows great promise, but requires machine-interpretable experimental data. For this purpose, we compiled the TheMeCat dataset for the thermocatalytic conversion of CO

Identifiers

PMID41484109

DOI10.1038/s41597-025-06482-8

PMCPMC12873208

What OpenQuestion holds

Textmetadata

LicenceCC BY-NC-ND

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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.