ReviewFrontiers in digital health2021
Digital Health Integration With Neuromodulation Therapies: The Future of Patient-Centric Innovation in Neuromodulation.
Review in Frontiers in digital health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
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
15 citing papers in PubMed.
- Towards Human-Centered Digital Health Interventions.The Psychiatric clinics of North America · 2026Review
- Pain Medicine Specialist: Championing High-Quality Development for Neuromodulation Technology.Current medical science · 2026Review
- Home-based transcranial static magnetic field stimulation - concept, development, and clinical applications: IFCN handbook chapter.Clinical neurophysiology practice · 2026Review
- From behavioral signals to therapy management: a real-world pilot implementation of human-in-the-loop AI workflow in proactive patient care.Frontiers in digital health · 2026Article
- Artificial intelligence-enhanced pain management: the NXTSTIM EcoAI platform.Pain management · 2025Review
- Development of a remote therapeutic monitoring platform: applications for movement disorders.Scientific reports · 2024Article
- Article
- Objective wearable measures correlate with self-reported chronic pain levels in people with spinal cord stimulation systems.NPJ digital medicine · 2023Article
- Objective wearable measures and subjective questionnaires for predicting response to neurostimulation in people with chronic pain.Bioelectronic medicine · 2023Article
- Editorial: Cardiovascular neuromodulation: mechanisms and therapies.Frontiers in cardiovascular medicine · 2023Article
- Racial disparities in access to DBS: results of a real-world U.S. claims data analysis.Frontiers in neurology · 2023Article
- Rapid development of an integrated remote programming platform for neuromodulation systems through the biodesign process.Scientific reports · 2022Article
- Biobanking in the digital pathology era.Oncology research · 2021Article
- The Role of Large-Scale Data Infrastructure in Developing Next-Generation Deep Brain Stimulation Therapies.Frontiers in human neuroscience · 2021Article
- Chronic Pain Treatment and Digital Health Era-An Opinion.Frontiers in public health · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Digital health can drive patient-centric innovation in neuromodulation by leveraging current tools to identify response predictors and digital biomarkers. Iterative technological evolution has led us to an ideal point to integrate digital health with neuromodulation. Here, we provide an overview of the digital health building-blocks, the status of advanced neuromodulation technologies, and future applications for neuromodulation with digital health integration.
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.