ArticleSleep2025
Revisiting customized algorithms for research grade devices.
Article in Sleep, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 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
8 citing papers in PubMed.
- From Biosignals to Bedside: A Review of Real-Time Edge Machine Learning for Wearable Health Monitoring.Bioengineering (Basel, Switzerland) · 2026Review
- Universal approach to actigraphic sleep/wake scoring, verified against 5 classic algorithms on 3 datasets.Scientific reports · 2026Article
- The effects of stimulant medications on the sleepiness curve of young men with Attention-Deficit Hyperactivity Disorder (ADHD).BMC psychiatry · 2026Article
- Daily locomotor activity declines with tumor growth and disease progression in glioblastoma.JCI insight · 2026Article
- Tracking Daily Variations in Rest-Wake to Guide Personalized Timing of Temozolomide for High-Grade Glioma Patients.Journal of biological rhythms · 2025Article
- Around the world in 1.5 million nights.Sleep · 2025Article
- Toward better evaluation of consumer sleep technologies: a call for rigor, context, and collaboration.Sleep advances : a journal of the Sleep Research Society · 2025Article
- Actigraphy-derived time in bed: it's time to put this issue to bed.Sleep advances : a journal of the Sleep Research Society · 2025Article
Corrections and comments
- Comment on
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
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.