ArticleFrontiers in medicine2023
Population health interventions for cardiometabolic diseases in primary care: a scoping review and RE-AIM evaluation of current practices.
Article in Frontiers in medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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Who cites it
5 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Interventions promoting occupational balance in adults: A systematic literature review.PloS one · 2025Pooled it
- GARDE-Chat: a scalable, open-source platform for building and deploying health chatbots.Journal of the American Medical Informatics Association : JAMIA · 2026Article
- Asia at the Epicenter of the Global Cardiometabolic Shift.JACC. Asia · 2026Review
- Proactive health behaviour intervention strategies for older T2DM patients with multimorbidity: protocol for a cluster randomised controlled trial with hybrid type 2 effectiveness-implementation design.BMC primary care · 2026Article
- Tailoring remote patient management to optimise cardiovascular risk management in primary care: a mixed-methods implementation study informing large-scale implementation.BMC primary care · 2025Article
Corrections and comments
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: Cardiometabolic diseases (CMD) are the leading cause of death in high-income countries and are largely attributable to modifiable risk factors. Population health management (PHM) can effectively identify patient subgroups at high risk of CMD and address missed opportunities for preventive disease management. Guided by the Reach, Efficacy, Adoption, Implementation and Maintenance (RE-AIM) framework, this scoping review of PHM interventions targeting patients in primary care at increased risk of CMD aims to describe the reported aspects for successful implementation. Methods: A comprehensive search was conducted across 14 databases to identify papers published between 2000 and 2023, using Arksey and O'Malley's framework for conducting scoping reviews. The RE-AIM framework was used to assess the implementation, documentation, and the population health impact score of the PHM interventions. Results: A total of 26 out of 1,100 studies were included, representing 21 unique PHM interventions. This review found insufficient reporting of most RE-AIM components. The RE-AIM evaluation showed that the included interventions could potentially reach a large audience and achieve their intended goals, but information on adoption and maintenance was often lacking. A population health impact score was calculated for six interventions ranging from 28 to 62%. Discussion: This review showed the promise of PHM interventions that could reaching a substantial number of participants and reducing CMD risk factors. However, to better assess the generalizability and scalability of these interventions there is a need for an improved assessment of adoption, implementation processes, and sustainability.
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