ArticleSleep2021
Sleep and Big Data: harnessing data, technology, and analytics for monitoring sleep and improving diagnostics, prediction, and interventions-an era for Sleep-Omics?
Article in Sleep, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis 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
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Effectiveness of Information and Communication Technology (ICT) Interventions in Elderly's Sleep Disturbances: A Systematic Review and Meta-Analysis.Sensors (Basel, Switzerland) · 2021Pooled it
- The DYNAM-O Toolbox: Characterizing Individualized Neural Signatures in Sleep EEG.bioRxiv : the preprint server for biology · 2026Article
- Sleep and circadian health in the UK Biobank: report on the 2023 sleep questionnaire enhancement.Sleep · 2026Article
- Research priorities to improve classification of sleep-wake disorders.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2026Review
- Can a Commercially Available Smartwatch Device Accurately Measure Nighttime Sleep Outcomes in Individuals with Knee Osteoarthritis and Comorbid Insomnia? A Comparison with Home-Based Polysomnography.Sensors (Basel, Switzerland) · 2025Article
- Phenome-wide associations of sleep characteristics in the Human Phenotype Project.Nature medicine · 2025Article
- Comparing Manual and Automatic Artifact Detection in Sleep EEG Recordings.Psychophysiology · 2025Article
- The Complex Interaction Between Sleep-Related Information, Misinformation, and Sleep Health: Call for Comprehensive Research on Sleep Infodemiology and Infoveillance.JMIR infodemiology · 2024Article
- Evaluating the effectiveness of artificial intelligence-based tools in detecting and understanding sleep health misinformation: Comparative analysis using Google Bard and OpenAI ChatGPT-4.Journal of sleep research · 2024Article
- [Sleep Innovation].Open respiratory archives · 2024Review
- Application of Digital Informatics in Precision Prevention, Epidemiology, and Clinicogenomics Research to Advance Precision Healthcare.Yearbook of medical informatics · 2024Review
- Revolutionizing Sleep Health: The Emergence and Impact of Personalized Sleep Medicine.Journal of personalized medicine · 2024Review
- Paediatric sleep diagnostics in the 21st century: the era of "sleep-omics"?European respiratory review : an official journal of the European Respiratory Society · 2024Review
- Navigating the night: evaluating and accessing wearable sleep trackers for clinical use.Sleep · 2024Article
- Covariance patterns between sleep health domains and distributed intrinsic functional connectivity.Nature communications · 2023Article
- Multivariate prediction of cognitive performance from the sleep electroencephalogram.NeuroImage · 2023Article
- Review
- New and Emerging Approaches to Better Define Sleep Disruption and Its Consequences.Frontiers in neuroscience · 2021Review
- Verification, analytical validation and clinical validation (V3) of wearable dosimeters and light loggers.Digital healthReview
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 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.