Research map: A Novel Convolutional Neural Network–Based Algorithm for Heart Rate Measurement From Ballistocardiography Signals in Diverse Clinical Settings: Observational Study

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Papers in this map

  1. ECG Monitoring Systems: Review, Architecture, Processes, and Key Challenges · Mohamed Adel Serhani · 2020 · 361 citations · Cited by this paper
  2. Physicians’ Use of Electronic Health Record Data Elements and Decision Support Tools in Heart Failure Management: User-Centered Cross-Sectional Survey Study · 2025 · Related
  3. Heart Rate Estimation From Wrist-Worn Photoplethysmography: A Review · Dwaipayan Biswas · 2019 · 263 citations · Cited by this paper
  4. Association Between Type D Personality and Cardiovascular Disease History: Cross-Sectional Study · 2025 · Related
  5. Ballistocardiogram signal processing: a review · Ibrahim Sadek · 2019 · 214 citations · Cited by this paper
  6. Development and Internal Validation of the Soluble ST2, Age, and Estimated Glomerular Filtration Rate–Heart Failure Score for Predicting 30-Day Major Adverse Cardiovascular Events After Heart Failure Hospitalization in a Two-Center Vietnamese Cohort: Prospective Cohort Study · 2026 · Related
  7. Improving detection of patient deterioration in the general hospital ward environment · Jean‐Louis Vincent · 2018 · 180 citations · Cited by this paper
  8. Cardiac Inpatient Digital Health Utilization and Interest in Virtual Cardiac Rehabilitation: Prospective Cross-Sectional Study (Preprint) · 2026 · Related
  9. Theory and Developments in an Unobtrusive Cardiovascular System Representation: Ballistocardiography · Eduardo Pinheiro · 2010 · 175 citations · Cited by this paper
  10. Perceived Potential and Challenges of Supporting Coronary Artery Disease Treatment Decisions With AI: Qualitative Study · 2026 · Related
  11. Vital Signs Monitoring with Wearable Sensors in High-risk Surgical Patients · Martine J. M. Breteler · 2019 · 165 citations · Cited by this paper
  12. Daily Dietary Sodium Intake Among Clinical Trial Participants Recruited From a University Health System or a Federally Qualified Health Center: Secondary Analysis of Baseline Participant Characteristics · 2025 · Related
  13. Effect of continuous wireless vital sign monitoring on unplanned ICU admissions and rapid response team calls: a before-and-after study · Yassin Eddahchouri · 2022 · 111 citations · Cited by this paper
  14. Heart Rate Estimation Using the Galaxy Watch During Maximal Cardiopulmonary Exercise Testing: Cross-Sectional Validation Study · 2026 · Related
  15. A Review on Computation Methods Used in Photoplethysmography Signal Analysis for Heart Rate Estimation · Pankaj · 2021 · 84 citations · Cited by this paper
  16. Serial 12-Lead Electrocardiogram–Based Deep-Learning Model for Hospital Admission Prediction in Emergency Department Cardiac Presentations: Retrospective Cohort Study · 2025 · Related
  17. Ballistocardiography · RICHARD S. GUBNER · 1953 · 80 citations · Cited by this paper
  18. Sleep and Cardiovascular Health Among Women With a History of Hypertensive Disorders of Pregnancy: Pilot Observational Study · 2026 · Related
  19. Using ballistocardiography to measure cardiac performance: a brief review of its history and future significance · Emelie Vogt · 2012 · 55 citations · Cited by this paper
  20. Non-Contact Heartbeat Detection Based on Ballistocardiogram Using UNet and Bidirectional Long Short-Term Memory · Yaozong Mai · 2022 · 53 citations · Cited by this paper
  21. StatPearls · Meghan Hupe · 2024 · 44 citations · Cited by this paper
  22. Accurate Ballistocardiogram Based Heart Rate Estimation Using an Array of Load Cells in a Hospital Bed · Hewon Jung · 2021 · 41 citations · Cited by this paper
  23. Continuous Physiological Monitoring Improves Patient Outcomes · Courtney Stellpflug · 2021 · 36 citations · Cited by this paper
  24. BCG algorithm for unobtrusive heart rate monitoring · Esteban J. Pino · 2017 · 30 citations · Cited by this paper
  25. Non-invasive monitoring of cardiac function through Ballistocardiogram: an algorithm integrating short-time Fourier transform and ensemble empirical mode decomposition · Jingda Feng · 2023 · 30 citations · Cited by this paper
  26. Helena: Real-time Contact-free Monitoring of Sleep Activities and Events around the Bed · Jose Maria Clemente · 2020 · 25 citations · Cited by this paper
  27. A validation study of a ballistocardiograph sleep tracker against polysomnography · Mahnoosh Kholghi · 2021 · 25 citations · Cited by this paper
  28. Efficacy of Non-contact BallistocardiographySystem to Determine Heart Rate Variability · Gaurav Parchani · 2022 · 22 citations · Cited by this paper
  29. A Contact-Free, Ballistocardiography-Based Monitoring System (Emfit QS) for Measuring Nocturnal Heart Rate and Heart Rate Variability: Validation Study · Ville Vesterinen · 2020 · 21 citations · Cited by this paper
  30. Attention-based multi-scale features fusion for unobtrusive atrial fibrillation detection using ballistocardiogram signal · Fangfang Jiang · 2021 · 21 citations · Cited by this paper
  31. Heart rate estimation from ballistocardiographic signals using deep learning · Samuel Pröll · 2021 · 19 citations · Cited by this paper
  32. Description of vital signs data measurement frequency in a medical/surgical unit at a community hospital in United States · Erina Ghosh · 2017 · 16 citations · Cited by this paper
  33. Contactless continuous heart rate monitoring system using ballistocardiography · Brian Sumali · 2022 · 15 citations · Cited by this paper
  34. Time-Frequency Domain for BCG Analysis · Ali Moukadem · 2018 · 14 citations · Cited by this paper
  35. Unsupervised Extraction of Respiration Cycles Through Ballistocardiography · Vibhor Saran · 2019 · 14 citations · Cited by this paper
  36. Validation of Dozee, a Ballistocardiography-based Device, for Contactless and Continuous Heart Rate and Respiratory Rate Measurement · Vibhor Saran · 2022 · 14 citations · Cited by this paper
  37. Early detection of deteriorating patients in general wards through continuous contactless vital signs monitoring · Ambuj Yadav · 2024 · 14 citations · Cited by this paper
  38. Unsupervised Identification of Cardiac Contraction through Ballistocardiography · Vibhor Saran · 2018 · 13 citations · Cited by this paper
  39. Heart rate estimation from ballistocardiogram signals processing via low-cost telemedicine architectures: a comparative performance evaluation · Adriano Tramontano · 2023 · 13 citations · Cited by this paper

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