ArticleDigital biomarkers
The Need for Artificial Intelligence in Digital Therapeutics.
Article in Digital biomarkers. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 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
28 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Digital Therapeutics in China: Comprehensive Review.Journal of medical Internet research · 2025Pooled it
- Efficacy and safety of digital therapeutics-based cardiac rehabilitation in heart failure patients: a systematic review.ESC heart failure · 2022Pooled it
- Large Language Model-Based Simplification of Digital Therapeutics Explanations for Insomnia and Nicotine Dependence: Two Randomized Online Experiments.JMIR human factors · 2026Trial
- A randomised pilot trial of virtual reality-based relaxation for enhancement of perioperative well-being, mood and quality of life.Scientific reports · 2022Trial
- Multicenter randomized trial of a digital therapeutic game for executive function in children with ADHD.NPJ digital medicine · 2026Article
- Dynamic Personalized Optimization: An AI Functionality Framework for Digital Therapeutics.JMIR medical informatics · 2026Article
- Optimization of potential targets for antidepressant Chinese medicines: AI and multi-omics methods.Chinese medicine · 2026Review
- Mobile application leads to psychological improvement and correlated neuroimmune function change in subjective cognitive decline.NPJ digital medicine · 2025Article
- Opportunities and challenges of lifestyle intervention-based digital therapeutics in LDL-C management: a scoping review.Therapeutic advances in chronic disease · 2025Article
- Human centered design of AI-powered Digital Therapeutics for stress prevention: Perspectives from multi-stakeholders' workshops about the SHIVA solution.Internet interventions · 2024Article
- Co-Creation in the Development of Digital Therapeutics: A Narrative Review.International journal of environmental research and public health · 2024Review
- Article
- AI-Assisted Detection of Biomarkers by Sensors and Biosensors for Early Diagnosis and Monitoring.Biosensors · 2024Review
- Quantifying impairment and disease severity using AI models trained on healthy subjects.NPJ digital medicine · 2024Article
- Definitions of digital biomarkers: a systematic mapping of the biomedical literature.BMJ health & care informatics · 2024Review
- Machine Learning in Clinical Trials: A Primer with Applications to Neurology.Neurotherapeutics : the journal of the American Society for Experimental NeuroTherapeutics · 2023Review
- Editorial: Computing and artificial intelligence in digital therapeutics.Frontiers in medicine · 2023Article
- Clinical Evaluation of Digital Therapeutics: Present and Future.Healthcare informatics research · 2022Article
- Wearable devices for continuous monitoring of biosignals: Challenges and opportunities.APL bioengineering · 2022Review
- Public R&D Projects-Based Investment and Collaboration Framework for an Overarching South Korean National Strategy of Personalized Medicine.International journal of environmental research and public health · 2022Article
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
No grant is acknowledged in the PubMed record.
Abstract
Digital therapeutics is a newly described concept in healthcare which is proposed to change patient behavior and treat medical conditions using a variety of digital technologies. However, the term is rarely defined with criteria that make it distinct from simply
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.