Evidence map›Paper›PMID 40663482›Full record

ArticleChemSusChem2025

Semantic Resources for Managing Knowledge in Battery Research.

Simon Clark, Corsin Battaglia, Ivano E Castelli, Eibar Flores, Lukas Gold, Christian Punckt, Simon Stier, Philipp Veit

Abstract read
In one paragraph

Article in ChemSusChem, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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.

Simon ClarkSINTEF Industry, Battery Technology, Strindvegen 4, Trondheim, 7034, Norway.ORCID https://orcid.org/0000-0002-8758-6109
Corsin BattagliaEmpa - Swiss Federal Laboratories for Materials Science and Technology, Ueberlandstrasse 129, Dübendorf, 8600, Switzerland.ORCID https://orcid.org/0000-0002-5003-1134
Ivano E CastelliDepartment of Energy Conversion and Storage, Technical University of Denmark, Agnes Nielsens Vej 301, Kgs. Lyngby, DK-2800, Denmark.ORCID https://orcid.org/0000-0001-5880-5045
Eibar FloresSINTEF Industry, Battery Technology, Strindvegen 4, Trondheim, 7034, Norway.ORCID https://orcid.org/0000-0003-2954-1233
Lukas GoldDepartment Digital Transformation, Fraunhofer Institute for Silicate Research ISC, Neunerplatz 2, 97082, Würzburg, Germany.ORCID https://orcid.org/0000-0001-7444-2969
Christian PuncktHelmholtz Institute Ulm for Electrochemical Energy Storage (HIU), Karlruhe Institute of Technology, D-89081, Ulm, Germany.ORCID https://orcid.org/0000-0003-2120-5980
Simon StierDepartment Digital Transformation, Fraunhofer Institute for Silicate Research ISC, Neunerplatz 2, 97082, Würzburg, Germany.ORCID https://orcid.org/0000-0003-0410-3616
Philipp VeitHelmholtz Institute Ulm for Electrochemical Energy Storage (HIU), Karlruhe Institute of Technology, D-89081, Ulm, Germany.ORCID https://orcid.org/0009-0000-0186-9670

Funding

Deutsche Forschungsgemeinschaft 390874152Horizon Europe researchand innovation programme 101104022
6 · The paper itself

Abstract

Semantic technology is revolutionizing how the battery research community collaborates. It is becoming even more important as artificial intelligence agents emerge in the field. This article explores the role of semantic resources in advancing battery research by enabling the formalization of knowledge in a way that can be understood by both people and computers. Domain-specific ontologies provide definitive frameworks for structuring knowledge, while open-source software packages enable the creation, validation, manipulation, and sharing of data. To link ontologies with other resources, articles, and multimedia content, a new web-based platform called the Battery Knowledge Base, which provides a centralized hub to enhance knowledge sharing and collaboration, is introduced. In this article, how these semantic tools address critical challenges in knowledge and data management, driving progress in the field, are highlighted.

Indexed as

batteriesknowledge baseslinked dataontologysemantic technologies

Identifiers

PMID40663482
PMCPMC12330309

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.