ArticleSleep & breathing = Schlaf & Atmung2013
Assessment of a wireless headband for automatic sleep scoring.
Article in Sleep & breathing = Schlaf & Atmung, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04568408 (Validation of the Quality of Sleep Data for Xiaomi Domestic Wristbands), which is not on this map. Cited by 36 papers, 1 of them a synthesis that pooled it.
What it found
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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.
Validation of the Quality of Sleep Data for Xiaomi Domestic Wristbands
Who cites it
36 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A Systematic Review of Sensing Technologies for Wearable Sleep Staging.Sensors (Basel, Switzerland) · 2021Pooled it
- Caffeine effects on sleep taken 0, 3, or 6 hours before going to bed.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2013Trial
- Article
- Validation of the Somnolyzer 24×7 automatic scoring system in children with suspected obstructive sleep apnea.Frontiers in medicine · 2025Article
- Measuring Sleep Stages and Screening for Obstructive Sleep Apnea with a Wearable Multi-Sensor System in Comparison to Polysomnography.Nature and science of sleep · 2023Article
- Pittsburgh Sleep Quality Index (PSQI) responses are modulated by total sleep time and wake after sleep onset in healthy older adults.PloS one · 2022Article
- Evaluation of a Low-Cost Commercial Actigraph and Its Potential Use in Detecting Cultural Variations in Physical Activity and Sleep.Sensors (Basel, Switzerland) · 2021Article
- A Deep Learning Strategy for Automatic Sleep Staging Based on Two-Channel EEG Headband Data.Sensors (Basel, Switzerland) · 2021Article
- Sleep Disturbances and Atopic Dermatitis: Relationships, Methods for Assessment, and Therapies.The journal of allergy and clinical immunology. In practice · 2021Review
- Study Protocol on the Validation of the Quality of Sleep Data from Xiaomi Domestic Wristbands.International journal of environmental research and public health · 2021Article
- Sleep and incubation: Using problem reactivation during sleep to study forgetting fixation and unconscious processing during sleep incubation.Journal of cognitive psychology (Hove, England) · 2021Article
- Niacin Enhancement for Parkinson's Disease: An Effectiveness Trial.Frontiers in aging neuroscience · 2021Article
- New and Emerging Approaches to Better Define Sleep Disruption and Its Consequences.Frontiers in neuroscience · 2021Review
- SWS Brain-Wave Music May Improve the Quality of Sleep: An EEG Study.Frontiers in neuroscience · 2020Article
- REM sleep is associated with white matter integrity in cognitively healthy, older adults.PloS one · 2020Article
- A Protocol for Comparing Dry and Wet EEG Electrodes During Sleep.Frontiers in neuroscience · 2020Article
- Automatic sleep stage classification based on subcutaneous EEG in patients with epilepsy.Biomedical engineering online · 2019Article
- Automatic Sleep Staging in Patients With Obstructive Sleep Apnea Using Single-Channel Frontal EEG.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2019Article
- Sleep Validity of a Non-Contact Bedside Movement and Respiration-Sensing Device.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2019Article
- Sleep and alertness in shift work disorder: findings of a field study.International archives of occupational and environmental health · 2019Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
purposeClassically, professional assessment of sleep is done in the sleep laboratory using whole-night polysomnography (PSG). However, given a misbalance between accredited sleep laboratories and the large amount of patients suffering from sleep disorders, only few receive appropriate diagnostic assessment. Recently, some low-cost home sleep scoring systems have been proposed, yet such systems are rarely tested scientifically. The aim of the present study was to evaluate the staging accuracy of the home sleep scoring system Zeo (Newton, MA, USA).
methodsA final sample of 21 nights from ten subjects (aged 23-45) was digitally recorded with PSG as well as with the Zeo system. We compared scorings of Zeo (on an epoch-be-epoch basis) with the Somnolyzer 24 × 7 (an automatic staging algorithm), expert scorers as well as the freeware SleepExplorer.
resultsIt was revealed that Zeo shows moderate overall agreement as compared to our study standard Somnolyzer 24 × 7 (κ = 0.56). The most obvious performance difference between Zeo and both other scoring approaches was stage wake (sleep onset latency + wake after sleep onset). While Zeo detected only 40.8 % of the study standard wake epochs, 70.1 % were detected by the expert scorers and 83.4 % by the SleepExplorer, respectively.
conclusionsData suggest that the Zeo system produces acceptable sleep scoring for stage REM, light and deep sleep, with a specific weakness in correctly detecting waking periods.
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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.