Non-contact REM/NREM sleep staging from piezoelectric signals using respiratory and body-movement features with auxiliary TWED-based respiratory stability measures - Top-Institutions - MDSpire

Non-contact REM/NREM sleep staging from piezoelectric signals using respiratory and body-movement features with auxiliary TWED-based respiratory stability measures

  • By

  • Shaonan Wang

  • Jia Yu

  • Xianjun Yang

  • Diming Liu

  • Qingyuan Bai

  • Jiakuai Yu

  • Shuai Ding

  • Yang Xu

  • Daomin Zhu

  • June 15, 2026

  • 0 min

Share

Top Institutions in Pulmonary

Brief introduction explaining scope and methodology.

  • #1

    Stanford University
    Stanford University

    Palo Alto, California

    Key Differentiators

    • Sleep Medicine

  • #2

    Massachusetts General Hospital
    Massachusetts General Hospital

    Boston, Massachusetts

    Key Differentiators

    • Sleep Medicine

  • #3

    Washington University in St Louis
    Washington University in St Louis

    St. Louis, Missouri

    Key Differentiators

    • Sleep Medicine

  • #4

    BioSerenity
    BioSerenity

    N/A, N/A

    Key Differentiators

    • Sleep Medicine

  • #5

    Multi-Ethnic Study of Atherosclerosis
    Multi-Ethnic Study of Atherosclerosis

    N/A, N/A

    Key Differentiators

    • Sleep Medicine

Original Source(s)

Non-contact REM/NREM sleep staging from piezoelectric signals using respiratory and body-movement features with auxiliary TWED-based respiratory stability measures

  • by Shaonan Wang, Jia Yu, Xianjun Yang, Diming Liu, Qingyuan Bai, Jiakuai Yu, Shuai Ding, Yang Xu, Daomin Zhu

  • June 15, 2026

Related Content

Detection of drug-induced acute respiratory distress syndrome risk signals in FAERS: a real-world pharmacovigilance study

Development and external validation of a parsimonious lactate-to-diastolic blood pressure ratio model for 28-day mortality risk stratification in septic shock: a retrospective two-cohort study

ACP Suggests First-Line Obesity Drugs

Semaglutide and tirzepatide had the greatest net benefit among evaluated treatments, the committee concluded.