Evidence map›Paper›PMID 42811403›Full record

ArticleEuropean journal of public health2026

Digital health and rural health workforce retention: mapping workforce retention pathways.

Tiago Correia, Tomas Zapata, Sulakshana Nandi, David Novillo-Ortiz, James Buchan, Shirin Kiani, Cathal Morgan, Margrieta Langins, Anabela da Conceição Pereira, André Beja and 3 more

Abstract readScoping Review
In one paragraph

Article in European journal of public health, 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

13 authors.

Tiago CorreiaGlobal Health and Tropical Medicine (GHTM), LA-REAL, Instituto de Higiene e Medicina Tropical (IHMT), Universidade NOVA de Lisboa, Lisboa, Portugal.ORCID 0000-0001-6015-3314
Tomas ZapataWHO Regional Office for Europe, Copenhagen, Denmark.ORCID 0000-0002-7807-3520
Sulakshana NandiWHO Regional Office for Europe, Copenhagen, Denmark.ORCID 0000-0002-4366-4566
David Novillo-OrtizWHO Regional Office for Europe, Copenhagen, Denmark.ORCID 0000-0001-9756-0984
James BuchanWHO Collaborating Centre for Nursing, Midwifery and Health Development, University of Technology, Sydney, Australia.ORCID 0000-0003-3002-1075
Shirin KianiWHO Regional Office for Europe, Copenhagen, Denmark.ORCID 0009-0001-3024-9726
Cathal MorganWHO Regional Office for Europe, Copenhagen, Denmark.ORCID 0009-0004-1585-4452
Margrieta LanginsWHO Regional Office for Europe, Copenhagen, Denmark.ORCID 0000-0002-1424-7309
Anabela da Conceição PereiraGlobal Health and Tropical Medicine (GHTM), LA-REAL, Instituto de Higiene e Medicina Tropical (IHMT), Universidade NOVA de Lisboa, Lisboa, Portugal.ORCID 0000-0001-9868-3855
André BejaGlobal Health and Tropical Medicine (GHTM), LA-REAL, Instituto de Higiene e Medicina Tropical (IHMT), Universidade NOVA de Lisboa, Lisboa, Portugal.ORCID 0000-0002-6135-0747
Roberto EstevesWHO Collaborating Centre on Health Workforce Policies and Planning, Instituto de Higiene e Medicina Tropical (IHMT), NOVA University Lisbon, Lisbon, Portugal.ORCID 0000-0001-9537-7895
Rita MoraisGlobal Health and Tropical Medicine (GHTM), LA-REAL, Instituto de Higiene e Medicina Tropical (IHMT), Universidade NOVA de Lisboa, Lisboa, Portugal.ORCID 0000-0003-0043-8785
Mélanie MaiaGlobal Health and Tropical Medicine (GHTM), LA-REAL, Instituto de Higiene e Medicina Tropical (IHMT), Universidade NOVA de Lisboa, Lisboa, Portugal.ORCID 0000-0003-3695-0537

Funding

WHO Regional Office for Europe under an Agreement for Performance of Work
6 · The paper itself

Abstract

Digital health is increasingly promoted to address rural health and care workforce shortages. However, its workforce consequences are usually evaluated through implementation or service-delivery outcomes rather than the conditions that enable rural workers to remain, develop, and practice sustainably. We conducted a Joanna Briggs Institute-informed scoping review reported according to Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews. The protocol was prospectively registered on the Open Science Framework. Five databases were searched for studies published between 2015 and 2025 in English, Spanish, and Portuguese. Two reviewers independently screened records and charted data using a prespecified framework. Synthesized entries were verified against full texts, with disagreements resolved by a third reviewer. Fifty-five sources were included. Telehealth or telemedicine was the most common intervention, followed by tele-education or distance education and multicomponent interventions. Direct retention or workforce-stability outcomes were uncommon, whereas most outcomes concerned proximal determinants of retention or implementation-related sustainability. Digital interventions most frequently influenced professional connection, supervision, continuing education, clinical confidence, and workflow support. Interpretive synthesis identified four workforce redistribution pathways (labor, authority, dependency, and infrastructure risk) through which interventions may strengthen or undermine rural workforce sustainability. Current evidence concerns retention pathways more than retention effects. Digital health should therefore be evaluated as a sociotechnical workforce intervention, extending beyond implementation success to examine how interventions redistribute labor, authority, dependency, and infrastructure risk across rural health systems.

Indexed as

Digital HealthHealth WorkforcePersonnel TurnoverRural Health ServicesTelemedicineHumans

Identifiers

PMID42811403
PMCPMC13623511

What OpenQuestion holds

Textmetadata
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.