Evidence map›Paper›PMID 41940124›Full record

ArticleData in brief2026

Deploying the common European manufacturing data space: The UNDERPIN and SM4RTENANCE frameworks' perspective.

Aristotelis Ntafalias, Marcelo J Ambrosio, Alexandros Nizamis, Panagiotis Papadopoulos, Carmen Polcaro, Oscar Lázaro

Abstract read
In one paragraph

Article in Data in brief, 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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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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

6 authors.

Aristotelis NtafaliasMotor Oil Hellas S.A, 15124 Marousi, Greece.
Marcelo J AmbrosioInnovalia Association, Rodríguez Arias, 6 Dpto. 605, 48008 Bilbao, Spain.
Alexandros NizamisDepartment of Digital Industry Technologies, National and Kapodistrian University of Athens, Greece.
Panagiotis PapadopoulosMotor Oil Hellas S.A, 15124 Marousi, Greece.
Carmen PolcaroInnovalia Association, Rodríguez Arias, 6 Dpto. 605, 48008 Bilbao, Spain.
Oscar LázaroInnovalia Association, Rodríguez Arias, 6 Dpto. 605, 48008 Bilbao, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The growing interest in using data in the manufacturing sector has led to an increased need for efficient and secure data sharing among stakeholders. However, technical, business, and regulatory barriers often prevent the full exploitation of manufacturing data. To address these challenges, the European Commission (EC) has introduced the concept of Common European Data Spaces (CEDS) as part of its broader data strategy. These data spaces aim to ensure data sovereignty and interoperability, in compliance with European regulations, facilitating a trusted environment for data exchange. This paper explores the deployment of two key European-funded projects, UNDERPIN and SM4RTENANCE, which are designed to accelerate the development of the CEDS for the manufacturing sector. These initiatives represent the current efforts towards enabling system integration and strengthening data security, while aiming to enhance cross sector collaboration within the industrial ecosystem. The development of UNDERPIN and SM4RTENANCE data spaces play a crucial role in overcoming technical and business barriers, enabling organizations to unlock the full potential of data-driven innovation and improve operational excellence.

Indexed as

Data sharingData spaceDigital transformationManufacturing industryPredictive maintenance

Identifiers

PMID41940124
PMCPMC13049574

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
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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.