ArticleAmerican journal of respiratory and critical care medicine2021
Machine Learning-based Sleep Staging in Patients with Sleep Apnea Using a Single Mandibular Movement Signal.
Article in American journal of respiratory and critical care medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 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
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Home-testing devices for diagnosing obstructive sleep apnoea hypopnoea syndrome - a systematic review and economic evaluation.Health technology assessment (Winchester, England) · 2026Pooled it
- Mandibular movement monitor provides faster, yet accurate diagnosis for obstructive sleep apnoea: A randomised controlled study.Clinical medicine (London, England) · 2024Trial
- From classic to cutting-edge: technological approaches to respiratory physiological signals in assessing sleep-disordered breathing.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2026Review
- Time to diagnosis and treatment of obstructive sleep apnoea using mandibular jaw movement monitoring versus polysomnography: an open-label, multicentre, randomised, controlled trial.The Lancet regional health. Europe · 2026Article
- Diagnostic Support in Dentistry Through Artificial Intelligence: A Systematic Review.Bioengineering (Basel, Switzerland) · 2025Review
- Bibliometric and visual analysis of overlooked fatigue in kidney transplantation: a narrative review.Annals of medicine and surgery (2012) · 2025Review
- Practical AI application in psychiatry: historical review and future directions.Molecular psychiatry · 2025Review
- Enhancing artificial intelligence-driven sleep apnea diagnosis: The critical importance of input signal proficiency with a focus on mandibular jaw movements.Journal of prosthodontics : official journal of the American College of Prosthodontists · 2025Article
- OSA diagnosis goes wearable: are the latest devices ready to shine?Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2024Review
- The Future of Telemedicine for Obstructive Sleep Apnea Treatment: A Narrative Review.Journal of clinical medicine · 2024Review
- Mandibular Jaw Movement Automated Analysis for Oral Appliance Monitoring in Obstructive Sleep Apnea: A Prospective Cohort Study.Annals of the American Thoracic Society · 2024Observational
- Insights on mandibular jaw movements during polysomnography in obstructive sleep apnea.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2024Article
- Wearables for personalized monitoring of masticatory muscle activity - opportunities, challenges, and the future.Clinical oral investigations · 2023Article
- Research trends in hypertension associated with obstructive sleep apnea: a bibliometric analysis.Sleep & breathing = Schlaf & Atmung · 2023Review
- Respiratory effort during sleep and prevalent hypertension in obstructive sleep apnoea.The European respiratory journal · 2023Article
- Wearable Orofacial Technology and Orthodontics.Dentistry journal · 2023Review
- Mandibular jaw movements as a non-invasive measure of respiratory effort during sleep: application in clinical practice.Frontiers in sleep · 2023Review
- Spotlight on Sleep Stage Classification Based on EEG.Nature and science of sleep · 2023Article
- Innovations in mandibular advancement splint therapy for obstructive sleep apnoea.Frontiers in sleep · 2023Review
- Impact of a Weight-Loss Rehabilitation Program on Sleep Apnea Risk and Subjective Sleepiness in Patients with Overweight/Obesity: The DietSleep Study.Journal of clinical medicine · 2022Article
Corrections and comments
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Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
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.