ORIGINAL RESEARCH article
Front. Digit. Health
Sec. Health Informatics
This article is part of the Research TopicThe Design of Collaborative Frameworks for Sustainable Health Indicators in Europe: Using Diabetes and Its Complications as a Scalable Model Across Disease DomainsView all 4 articles
FAIR Foundations of a Novel Indicator Vault for Non-communicable Diseases in the European Union: Feasibility Study for Effective Contextualization of Indicators
Provisionally accepted- 1University Medical Centre Ljubljana, Ljublana, Slovenia
- 2UniCamillus International Medical University, Rome, Italy
- 3Mater Dei Hospital, Msida, Malta
- 4Sciensano, Brussels, Belgium
- 5Centre for Disease Control and Prevention, Riga, Latvia
- 6HUB Internazionale per la Ricerca Sanitaria, Perugia, Italy
- 7Zagreb County Health Center, Samobor, Croatia
- 8Ninewells Hospital and Medical School, Dundee, United Kingdom
- 9University of Debrecen, Debrecen, Hungary
- 10Joint Research Centre (Italy), Ispra, Italy
Select one of your emails
You have multiple emails registered with Frontiers:
Notify me on publication
Please enter your email address:
If you already have an account, please login
You don't have a Frontiers account ? You can register here
Abstract Background: Comparing health indicators across the European Union (EU) is a challenging endeavour. A feasibility study was conducted to explore opportunities for improvement through the contextualisation of indicators for major non-communicable diseases (NCDs). Our aim was to improve the usability and transparency of indicators in the domain of NCDs by describing the contextual information about the data from which they draw and the related data processes. In particular, we sought to illustrate how semantic linkage could be achieved to facilitate interoperability with other metadata models using FAIR data principles. Finally, we aimed to provide recommendations for the implementation of the proposed meta-data model at EU level. Methods: A number of expert group meetings were held between March 2023 and October 2024 to agree the approach and related technologies to meet the standard requirements for the meaningful comparison of indicators across countries and regions of Europe in the domain of NCDs. Results: The semantic ontology-labelled indicator contextualisation integrative taxonomy (SOLICIT) was selected as a suitable generic metadata model for contextualising indicators. In this work, we adapted the SOLICIT generic framework to the diabetes sub-domain and extended its applicability more generally across all NCDs. As a proof of concept, we present an example of how to adapt a diabetes indicator and its related contextualisation within SOLICIT. Conclusion: The accurate contextualisation of NCD indicators can substantially improve their use and comparability across national and regional boundaries. This study delivered a set of seven recommendations for implementation in three different areas: a) contextualisation of common data elements and indicators (use of contextual information; common schema for semantic linkage); b) generic contextualisation framework (adoption of the framework; use of SOLICIT); and c) implementation at EU level (pilot test of the model on federated networks; development of European portals; implementation of a user-friendly interface for SOLICIT). The proposed concepts provide a way of validating indicator values and their comparisons, as well as their provision, including all relevant details, encouraging secondary use and potential integration with additional indicator sets. Further studies are needed to test and refine the proposed model.
Keywords: health indicator framework1, non-communicable diseases2, indicatorcontextualisation3, FAIR4, SOLICIT5, EHDS6, health indicator7, metadata8
Received: 02 Sep 2025; Accepted: 12 Nov 2025.
Copyright: © 2025 Štotl, Carinci, Fava, Lavens, Lepiksone, Massi-Benedetti, Poljičanin, Cunningham, Sándor and Nicholson. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: Nicholas Nicholson, nicholas.nicholson@ec.europa.eu
Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.
