ArticleSleep2021
Sleep-tracking technology in scientific research: looking to the future.
Article in Sleep, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06174558 (Is My Sleep Tracker Tracking my Sleep? Validation of Two Wearable Fitness Sleep Trackers on Sleep Staging and Nocturnal Hypoxemia in Sleep Medicine Patients Referred for Diagnostic Polysomnogram), which is not on this map. Cited by 20 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.
Is My Sleep Tracker Tracking my Sleep? Validation of Two Wearable Fitness Sleep Trackers on Sleep Staging and Nocturnal Hypoxemia in Sleep Medicine Patients Referred for Diagnostic Polysomnogram
Who cites it
20 citing papers in PubMed.
- Implications of Wearable Sleep Health Technology for Cardiovascular Health Assessment and Interventions: A Narrative Review.Arteriosclerosis, thrombosis, and vascular biology · 2026Review
- Mental health in elite athletes: International Olympic Committee consensus statement (2026).British journal of sports medicine · 2026Article
- Article
- Determining a Likely Mechanism of Missingness in Repeated Measures Sleep Data From Wearable Fitness Trackers: Longitudinal Analysis.JMIR mHealth and uHealth · 2026Article
- Health outcomes after national acute sleep deprivation events among the American public.JCI insight · 2026Article
- Performance evaluation of consumer sleep-tracking wearables and nearables in healthy young and older adults.Sleep advances : a journal of the Sleep Research Society · 2026Article
- Sleep disparities in the United States: Comparison of logistic and linear regression with stratification by race.Sleep epidemiology · 2025Article
- Continuous Monitoring of Recruits During Military Basic Training to Mitigate Attrition.Sensors (Basel, Switzerland) · 2025Article
- Transforming Sleep Monitoring: Review of Wearable and Remote Devices Advancing Home Polysomnography and Their Role in Predicting Neurological Disorders.Biosensors · 2025Review
- Biometrically measured sleep in medical students as a predictor of psychological health and academic experiences in the preclinical years.Medical education online · 2024Article
- Using cross-recurrence quantification analysis to compute similarity measures for time series of unequal length with applications to sleep stage analysis.Scientific reports · 2024Article
- Evaluating Accuracy in Five Commercial Sleep-Tracking Devices Compared to Research-Grade Actigraphy and Polysomnography.Sensors (Basel, Switzerland) · 2024Article
- Comparison and agreement between device-estimated and self-reported sleep periods in adults.Annals of medicine · 2023Article
- Article
- Knowledge Discovery in Ubiquitous and Personal Sleep Tracking: Scoping Review.JMIR mHealth and uHealth · 2023Article
- Diagnostic accuracy of ambulatory polysomnography with electroencephalogram for detection of sleep bruxism-related masticatory muscle activity.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2023Article
- Article
- Multi-Night at-Home Evaluation of Improved Sleep Detection and Classification with a Memory-Enhanced Consumer Sleep Tracker.Nature and science of sleep · 2022Article
- The translational neuroscience of sleep: A contextual framework.Science (New York, N.Y.) · 2021Review
- Past, Present, and Future of Multisensory Wearable Technology to Monitor Sleep and Circadian Rhythms.Frontiers in digital health · 2021Review
Corrections and comments
- Comment on
Authors and funding
3 authors.
Funding
Abstract
PubMed holds no abstract for this paper.
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.