ArticlePLOS digital health2024
Construction of the Digital Health Equity-Focused Implementation Research Conceptual Model - Bridging the Divide Between Equity-focused Digital Health and Implementation Research.
Article in PLOS digital health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 2 of them syntheses that pooled 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.
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.
Who cites it
19 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Equity implications of extended reality technologies for health and procedural anxiety: a systematic review and implementation-focused framework.Journal of the American Medical Informatics Association : JAMIA · 2025Pooled it
- Evaluation of health equity frameworks in telehealth and digital health: a systematic review and narrative synthesis.Frontiers in public health · 2025Pooled it
- Cardiovascular Health Markers With Remote Team-Based Hypertension Management in a Safety-Net Population.American journal of preventive medicine · 2025Trial
- Inclusive Digital Health Strategies for Persons With Disabilities: A Scoping Review.JAMA network open · 2026Article
- Unique Digital Images as Incentives in Clinical Trials: A Digital Shift Toward Meaningful Participation.Journal of medical Internet research · 2026Article
- Toward equitable digital health: an integrated framework addressing exclusion, ethics, and implementation across healthcare systems.International journal for equity in health · 2026Review
- A global call to action on the digital determinants of health.NPJ digital medicine · 2026Review
- Collecting Accurate and Robust Equity (CARE) data: an analysis of a pilot quality improvement initiative in ambulatory settings.BMJ open quality · 2026Article
- Methods to design, adapt and apply equity-focused implementation science theories, models and frameworks in healthcare systems: a scoping review.Implementation science communications · 2026Review
- A large language model-enhanced knowledge graph framework for text-implied public health policy gap screening: digital health executability, behavioral accessibility, and service-support coverage.Frontiers in public health · 2026Article
- Access to digital health technologies: personalized framework and global perspectives.Nature reviews. Cardiology · 2026Review
- Bridging evidence and practice: multi-method evaluation of implementation fidelity of a multilevel hypertension intervention in a federally qualified health center.Frontiers in health services · 2026Article
- Thematic landscapes and temporal trends of disability technology adoption: insights from Structural Topic Modelling.Frontiers in digital health · 2026Review
- Artificial intelligence and digital health equity: a post-pandemic evidence synthesis and implementation safeguards framework.Frontiers in digital health · 2026Review
- Challenges and experiences in digital health equity: a qualitative exploration of the implementation of the Health Code system in China.International journal for equity in health · 2025Article
- Ethical Challenges and Implications of Telemedicine Implementation in Saudi Primary Healthcare: A Narrative Review.Cureus · 2025Review
- Digital Healthcare Innovative Services in Times of Crisis: A Literature Review.Healthcare (Basel, Switzerland) · 2025Review
- Feasibility and Acceptability of Collecting Passive Smartphone Data for Potential Use in Digital Phenotyping Among Family Caregivers and Patients With Advanced Cancer.JCO clinical cancer informatics · 2025Observational
- Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
Digital health implementations and investments continue to expand. As the reliance on digital health increases, it is imperative to implement technologies with inclusive and accessible approaches. A conceptual model can be used to guide equity-focused digital health implementations to improve suitability and uptake in diverse populations. The objective of this study is expand an implementation model with recommendations on the equitable implementation of new digital health technologies. The Digital Health Equity-Focused Implementation Research (DH-EquIR) conceptual model was developed based on a rigorous review of digital health implementation and health equity literature. The Equity-Focused Implementation Research for Health Programs (EquIR) model was used as a starting point and merged with digital equity and digital health implementation models. Existing theoretical frameworks and models were appraised as well as individual equity-sensitive implementation studies. Patient and program-related concepts related to digital equity, digital health implementation, and assessment of social/digital determinants of health were included. Sixty-two articles were analyzed to inform the adaption of the EquIR model for digital health. These articles included digital health equity models and frameworks, digital health implementation models and frameworks, research articles, guidelines, and concept analyses. Concepts were organized into EquIR conceptual groupings, including population health status, planning the program, designing the program, implementing the program, and equity-focused implementation outcomes. The adapted DH-EquIR conceptual model diagram was created as well as detailed tables displaying related equity concepts, evidence gaps in source articles, and analysis of existing equity-related models and tools. The DH-EquIR model serves to guide digital health developers and implementation specialists to promote the inclusion of health-equity planning in every phase of implementation. In addition, it can assist researchers and product developers to avoid repeating the mistakes that have led to inequities in the implementation of digital health across populations.
Identifiers
What OpenQuestion holds
Registered trials
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.