Evidence map›Paper›PMID 42331509›Full record

ArticleBMJ health & care informatics2026

Mapping of mental health indicators in the WHO European region: a scoping review.

Huda Abdul Ghaffar, Keyrellous Adib, Cassie Redlich, Mariken Tijhuis, Floor Boekelman, Nynke Koopman, Jippe Miedema, Ledia Lazeri, David Novillo-Ortiz

Abstract readScoping Review
In one paragraph

Article in BMJ health & care informatics, 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

9 authors.

Huda Abdul GhaffarWHO Regional Office for Europe, World Health Organization Regional Office for Europe, Copenhagen, Denmark.ORCID http://orcid.org/0009-0003-4732-5283
Keyrellous AdibWHO Regional Office for Europe, World Health Organization Regional Office for Europe, Copenhagen, Denmark.ORCID http://orcid.org/0000-0001-9995-8400
Cassie RedlichWHO Regional Office for Europe, World Health Organization Regional Office for Europe, Copenhagen, Denmark.
Mariken TijhuisNational Institute for Public Health and the Environment, Bilthoven, Netherlands.ORCID http://orcid.org/0000-0003-2011-0226
Floor BoekelmanNational Institute for Public Health and the Environment, Bilthoven, Netherlands.ORCID http://orcid.org/0009-0001-8382-6566
Nynke KoopmanNational Institute for Public Health and the Environment, Bilthoven, Netherlands.
Jippe MiedemaNational Institute for Public Health and the Environment, Bilthoven, Netherlands.ORCID http://orcid.org/0009-0007-0005-0154
Ledia LazeriWHO Regional Office for Europe, World Health Organization Regional Office for Europe, Copenhagen, Denmark.
David Novillo-OrtizWHO Regional Office for Europe, World Health Organization Regional Office for Europe, Copenhagen, Denmark dnovillo@who.int.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveThis scoping review aims to map and describe mental health indicators used in peer-reviewed studies in the WHO European Region to inform the development of a regional mental health measurement framework.

methodsreported in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Review (PRISMA-ScR), this scoping review analysed 75 studies identified through database searches on mental health monitoring and indicators in the WHO European Region. The scope was restricted to English-language, peer-reviewed literature published from 2019 onwards. Indicators were extracted and standardised to reflect their original reported meaning, treated as distinct and pragmatically classified into nine predefined domains.

resultsAcross the 75 studies, 450 distinct indicators were identified. Most indicators related to mental health status and mental health risk factors and/or determinants. Geographic coverage varied, with northern and western European countries most frequently represented among the included literature. Diverse measurement tools were employed. DISCUSSION: The predominance of indicators related to mental health status and determinants reflects the emphasis on burden and underlying factors, while system-level or structural indicators remain under-represented. Differences in geographic coverage likely stem from disparities in research capacity, publication practices and data availability.

conclusionsThis scoping review provides a descriptive overview of mental health indicators applied in recent peer-reviewed research in the Region. Greater alignment between research indicators and policy frameworks may strengthen the comparability and policy utility of mental health data across the Region.

Indexed as

Health Status IndicatorsMental HealthEuropeHumansWorld Health OrganizationData ScienceData SystemsHealth Information SystemsPublic health informatics

Identifiers

PMID42331509
PMCPMC13288971

What OpenQuestion holds

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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.