ArticleSleep2020
Limiting racial disparities and bias for wearable devices in health science research.
Article in Sleep, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 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
71 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Impact of Skin Pigmentation on Pulse Oximetry Blood Oxygenation and Wearable Pulse Rate Accuracy: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2024Pooled it
- The performance of wearable sensors in the detection of SARS-CoV-2 infection: a systematic review.The Lancet. Digital health · 2022Pooled it
- The Representation of Different Populations in Studies Assessing the Validity of Consumer Wearable Photoplethysmography-Based Measurements: Scoping Review.JMIR mHealth and uHealth · 2026Article
- Mobile Health (mHealth) Apps in Sport Training: A Scoping Review.Sensors (Basel, Switzerland) · 2026Article
- Wearable Sensing for Clinical Physiology Monitoring: Emerging Paradigms.Physiology (Bethesda, Md.) · 2026Review
- Comparison of heart rate measurement accuracy among commercially available photoplethysmography-based wearable devices across exercise intensities.Physical activity and nutrition · 2026Article
- Evaluating the efficacy of photoplethysmography-derived stiffness index, sine-waveform ratio, and heart rate variability total power for cardiovascular health assessment.BMC cardiovascular disorders · 2026Article
- Optical Biosensors-Principles of Operation and Applications.Micromachines · 2026Review
- PPG-Based Heart Rate Accuracy in Hispanic Adults with Fitzpatrick III-V Skin Tones: An Evaluation of Body Composition and Skin-Tone Effects.Sensors (Basel, Switzerland) · 2026Article
- Influence of skin pigmentation on the accuracy and data quality of photoplethysmographic heart rate measurement during exercise.European journal of applied physiology · 2026Article
- Advancement in wrist worn physical activity trackers: technological developments and measurement accuracy: a systematic review.Frontiers in digital health · 2026Review
- Wearable devices in atrial fibrillation: screening, monitoring, and management.Frontiers in cardiovascular medicine · 2026Review
- Mental FLOSS for faculty: effects of an inter-institutional community of practice on faculty mindset and inclusive teaching in higher education.Journal of microbiology & biology education · 2025Article
- The Effect of Tattoos on Heart Rate Validity in the Polar Verity Sense Commercial Wearable Device.Sensors (Basel, Switzerland) · 2025Article
- Article
- Photoplethysmography in Diverse Skin Tones: Evaluating Bias in Smartwatch Health Monitoring.Cureus · 2025Review
- Osteogenesis imperfecta and the family: A qualitative analysis of the experiences of family and caregivers.Families, systems & health : the journal of collaborative family healthcare · 2025Article
- Experiences of Wheelchair Users With Spinal Cord Injury With Self-Tracking and Commercial Self-Tracking Technology ("In Our World, Calories Are Very Important"): Qualitative Interview Study.JMIR human factors · 2025Article
- Perspectives regarding consumer sleep technology and barriers to its use or adoption among adults in the United States.Sleep medicine · 2025Article
- Health System Purchasing Professionals' Approaches to Considering Equity in Procurement.Chest · 2025Article
11 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
4 authors.
Funding
Abstract
PubMed holds no abstract for this paper.
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.