Evidence map›Paper›PMID 42238706›Full record

ArticleDigital discovery2026

Kristjan Eimre, Matthew L Evans, Bud Macaulay, Xing Wang, Jusong Yu, Nicola Marzari, Gian-Marco Rignanese, Giovanni Pizzi

Abstract read
In one paragraph

Article in Digital discovery, 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

8 authors.

Kristjan EimrePSI Center for Scientific Computing, Theory and Data 5232 Villigen PSI Switzerland giovanni.pizzi@psi.ch.ORCID https://orcid.org/0000-0002-3444-3286
Matthew L EvansUCLouvain, Institute of Condensed Matter and Nanosciences Chemin des Ètoiles 8 Louvain-la-Neuve 1348 Belgium me388@cam.ac.uk.ORCID https://orcid.org/0000-0002-1182-9098
Bud MacaulayPSI Center for Scientific Computing, Theory and Data 5232 Villigen PSI Switzerland giovanni.pizzi@psi.ch.ORCID https://orcid.org/0009-0009-0653-3741
Xing WangPSI Center for Scientific Computing, Theory and Data 5232 Villigen PSI Switzerland giovanni.pizzi@psi.ch.ORCID https://orcid.org/0000-0003-3356-9108
Jusong YuPSI Center for Scientific Computing, Theory and Data 5232 Villigen PSI Switzerland giovanni.pizzi@psi.ch.
Nicola MarzariPSI Center for Scientific Computing, Theory and Data 5232 Villigen PSI Switzerland giovanni.pizzi@psi.ch.ORCID https://orcid.org/0000-0002-9764-0199
Gian-Marco RignaneseUCLouvain, Institute of Condensed Matter and Nanosciences Chemin des Ètoiles 8 Louvain-la-Neuve 1348 Belgium me388@cam.ac.uk.ORCID https://orcid.org/0000-0002-1422-1205
Giovanni PizziPSI Center for Scientific Computing, Theory and Data 5232 Villigen PSI Switzerland giovanni.pizzi@psi.ch.ORCID https://orcid.org/0000-0002-3583-4377

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Atomistic structural data are central to materials science, condensed matter physics, and chemistry, and are increasingly digitised across diverse repositories and databases. Interoperable access to these heterogeneous data sources enables reusable clients and tools, and is essential for cross-database analyses and data-driven materials discovery. Toward this aim, the OPTIMADE (Open Databases Integration for Materials Design) specification defines a standard REST API for atomistic structures and related properties. However, deploying and maintaining compliant services remains technically demanding and poses a significant barrier for many data providers. Here, we present

Identifiers

PMID42238706
PMCPMC13229571

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.