ReviewNPJ digital medicine2020
Challenges for the evaluation of digital health solutions-A call for innovative evidence generation approaches.
Review in NPJ digital medicine, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 165 papers, 9 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
165 citing papers in PubMed, 9 syntheses or guidelines pooled it, 315 citations in OpenAlex.
- The effectiveness of telerehabilitation in upper limb musculoskeletal disorders: a systematic review.BMC musculoskeletal disorders · 2026Pooled it
- Digital phenotyping and digital monitoring technologies for relapse detection in mental health: a systematic review.BMC psychiatry · 2026Pooled it
- Timing, Indicators, and Approaches to Digital Patient Experience Evaluation: Umbrella Systematic Review.Journal of medical Internet research · 2024Pooled it
- Challenges With the Use of Digital Sham: Systematic Review and Recommendations.Journal of medical Internet research · 2023Pooled it
- Evaluation of Implementation Strategies for Cognitive Behavioral Therapy (CBT), Acceptance and Commitment Therapy (ACT), and Mindfulness-Based Stress Reduction (MBSR): a Systematic Review.Journal of general internal medicine · 2023Pooled it
- Benefits and Harms of Digital Health Interventions Promoting Physical Activity in People With Chronic Conditions: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2023Pooled it
- Readiness for implementation of novel digital health interventions for postoperative monitoring: a systematic review and clinical innovation network analysis.The Lancet. Digital health · 2023Pooled it
- Economic evaluations of artificial intelligence-based healthcare interventions: a systematic literature review of best practices in their conduct and reporting.Frontiers in pharmacology · 2023Pooled it
- Use of Patient-Reported Outcome Measures and Patient-Reported Experience Measures Within Evaluation Studies of Telemedicine Applications: Systematic Review.Journal of medical Internet research · 2021Pooled it
- Just-in-Time Adaptive Intervention for Stabilizing Sleep Hours of Japanese Workers: Microrandomized Trial.Journal of medical Internet research · 2024Trial
- Expanding the Evidence on the Safety and Efficiency of 2-Way Text Messaging-Based Telehealth for Voluntary Medical Male Circumcision Follow-up Compared With In-Person Reviews: Randomized Controlled Trial in Rural and Urban South Africa.Journal of medical Internet research · 2023Trial
- What Users Say About Reimbursable Digital Therapeutics in Germany: Large-Scale App Store Review Analysis Using a Large Language Model.JMIR human factors · 2026Article
- Advancing Patient-Centred AI With Adaptive Machine Learning.Cancer medicine · 2026Review
- Digital Health Adoption Among Patients with Diabetes inQassim Unaizah, Saudi Arabia: A Cross-Sectional Study.Healthcare (Basel, Switzerland) · 2026Article
- A life-cycle approach to digital health technology assessment.International journal of technology assessment in health care · 2026Review
- Assessing the Quality of Evidence Regarding Permanently Listed Digital Health Applications (DiGAs) in Germany: A Scoping Review.Healthcare (Basel, Switzerland) · 2026Review
- Mobile App Use and Pregnancy Health Literacy: Cross-Sectional Study Using Bayesian Network Analysis.Journal of medical Internet research · 2026Article
- Artificial intelligence needs better health systems to reduce inequalities.NPJ digital medicine · 2026Review
- National scale up of PROM based monitoring after joint replacement in Germany.npj health systems · 2026Article
- Exploring innovation landscapes: a national cross-sectional study of Swedish primary care from the viewpoint of primary care managers.BMC health services research · 2026Article
105 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The field of digital health, and its meaning, has evolved rapidly over the last 20 years. For this article we followed the most recent definition provided by FDA in 2020. Emerging solutions offers tremendous potential to positively transform the healthcare sector. Despite the growing number of applications, however, the evolution of methodologies to perform timely, cost-effective and robust evaluations have not kept pace. It remains an industry-wide challenge to provide credible evidence, therefore, hindering wider adoption. Conventional methodologies, such as clinical trials, have seldom been applied and more pragmatic approaches are needed. In response, several academic centers such as researchers from the Institute of Global Health Innovation at Imperial College London have initiated a digital health clinical simulation test bed to explore new approaches for evidence gathering relevant to solution type and maturity. The aim of this article is to: (1) Review current research approaches and discuss their limitations; (2) Discuss challenges faced by different stakeholders in undertaking evaluations; and (3) Call for new approaches to facilitate the safe and responsible growth of the digital health sector.
Indexed as
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.