Research map: Validation of a deep learning-based system for sleep staging, arousal detection, and respiratory event scoring in atrial fibrillation patients

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  1. Clinical Practice Guideline for Diagnostic Testing for Adult Obstructive Sleep Apnea: An American Academy of Sleep Medicine Clinical Practice Guideline · Vishesh K. Kapur · 2017 · 3269 citations · Cited by this paper
  2. Lose sleep, lose score? Interpreting computerized neurocognitive testing after concussion · 2026 · Related
  3. AASM Scoring Manual Updates for 2017 (Version 2.4) · Richard Barnett Berry · 2017 · 1618 citations · Cited by this paper
  4. Pediatric sleep disorders are common and costly: how can we help? · 2026 · Related
  5. Obstructive Sleep Apnea and Cardiovascular Disease: A Scientific Statement From the American Heart Association · Yerem Yeghiazarians · 2021 · 1418 citations · Cited by this paper
  6. Limitations in study of actigraphic estimates of sleep · 2026 · Related
  7. Obstructive Sleep Apnea and the Risk of Sudden Cardiac Death · Apoor Suresh Gami · 2013 · 623 citations · Cited by this paper
  8. Insomnia subtype heterogeneity in comorbid insomnia and sleep apnea: a missing piece in mortality risk assessment · 2026 · Related
  9. Associations of Obstructive Sleep Apnea With Atrial Fibrillation and Continuous Positive Airway Pressure Treatment · Dominik Linz · 2018 · 416 citations · Cited by this paper
  10. The transition from pediatric to adult sleep medicine: the problem with definitions · 2026 · Related
  11. Meta-Analysis of Obstructive Sleep Apnea as Predictor of Atrial Fibrillation Recurrence After Catheter Ablation · Chee Yuan Ng · 2011 · 365 citations · Cited by this paper
  12. Progress in understanding the mechanism of sleep apnea in patients with PTSD · 2026 · Related
  13. Phenotypes in obstructive sleep apnea: A definition, examples and evolution of approaches · Andrey V. Zinchuk · 2016 · 352 citations · Cited by this paper
  14. Beyond moderation: parenting as a regulatory system in the sleep–obesity link · 2026 · Related
  15. Pitfalls of assessment of autonomic function by heart rate variability · Junichiro Hayano · 2019 · 347 citations · Cited by this paper
  16. Response to “Insomnia subtype heterogeneity in comorbid insomnia and sleep apnea: a missing piece in mortality risk assessment” · 2026 · Related
  17. Concomitant obstructive sleep apnea increases the recurrence of atrial fibrillation following radiofrequency catheter ablation of atrial fibrillation: Clinical impact of continuous positive airway pressure therapy · Yoshihisa Naruse · 2012 · 269 citations · Cited by this paper
  18. Glucagon-like peptide receptor agonists (GLP-1RAs) as cardiovascular risk modifiers in obstructive sleep apnea and obesity: a real-world study · 2026 · Related
  19. Relationship between Arousal Intensity and Heart Rate Response to Arousal · Ali Azarbarzin · 2014 · 184 citations · Cited by this paper
  20. No sleep in the strait: war-related sleep disruption and its musculoskeletal consequences in the Hormuz crisis · 2026 · Related
  21. Sleep-Disordered Breathing and Cardiac Arrhythmias in Adults: Mechanistic Insights and Clinical Implications: A Scientific Statement From the American Heart Association · Reena Mehra · 2022 · 140 citations · Cited by this paper
  22. Arousal From Sleep and Sympathetic Excitation During Wakefulness · Keri S. Taylor · 2016 · 100 citations · Cited by this paper
  23. Acetazolamide Attenuates the Ventilatory Response to Arousal in Patients with Obstructive Sleep Apnea · Bradley A. Edwards · 2013 · 93 citations · Cited by this paper
  24. Prevalence, risk factors, and type of sleep apnea in patients with paroxysmal atrial fibrillation · Gunn Marit Traaen · 2019 · 71 citations · Cited by this paper
  25. Obstructive Sleep Apnea and Atrial Arrhythmogenesis · Mathias Hohl · 2014 · 56 citations · Cited by this paper
  26. Association between obstructive sleep apnea (OSA) and atrial fibrillation (AF): A dose-response meta-analysis · Dong Zhang · 2022 · 48 citations · Cited by this paper
  27. Precision Medicine for Obstructive Sleep Apnea · Matthew P. Light · 2019 · 47 citations · Cited by this paper
  28. Prevalence of Undiagnosed Sleep Apnea in Patients With Atrial Fibrillation and its Impact on Therapy · Ayelet Shapira‐Daniels · 2020 · 47 citations · Cited by this paper
  29. Estimating sleep stages using cardiorespiratory signals: validation of a novel algorithm across a wide range of sleep-disordered breathing severity · Jessie P. Bakker · 2021 · 45 citations · Cited by this paper
  30. Automatic sleep stages classification using respiratory, heart rate and movement signals · Maksym Gaiduk · 2018 · 40 citations · Cited by this paper
  31. Obstructive Sleep Apnea and Cardiovascular Disease: Where Do We Stand? · Yüksel Peker · 2023 · 38 citations · Cited by this paper
  32. Unrecognised obstructive sleep apnoea is common in severe peripheral arterial disease · Karri T. Utriainen · 2012 · 33 citations · Cited by this paper
  33. Clinical screening tools for obstructive sleep apnea in a population with atrial fibrillation: a diagnostic accuracy trial · Anna M. Mohammadieh · 2021 · 28 citations · Cited by this paper
  34. The design of RIP belts impacts the reliability and quality of the measured respiratory signals · Kristófer Montazeri · 2021 · 24 citations · Cited by this paper
  35. Insomnia and Early Incident Atrial Fibrillation: A 16‐Year Cohort Study of Younger Men and Women Veterans · Allison E. Gaffey · 2023 · 22 citations · Cited by this paper
  36. Non-sleepy obstructive sleep apnoea: to treat or not to treat? · Nejat Altıntaş · 2019 · 19 citations · Cited by this paper
  37. Obstructive Sleep Apnea Screening in Patients With Atrial Fibrillation: Missed Opportunities for Early Diagnosis · Asif H. Khan · 2018 · 11 citations · Cited by this paper
  38. Understanding the shortcomings of heart rate variability as a tool for autonomic analysis · Arijita Banerjee · 2026 · 8 citations · Cited by this paper
  39. Detecting arousals and sleep from respiratory inductance plethysmography · Eysteinn Finnsson · 2025 · 6 citations · Cited by this paper

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