Heart rate circadian phase and hyperarousal as wearable digital phenotyping of insomnia: An interpretable machine learning study - Top-Institutions - MDSpire

Heart rate circadian phase and hyperarousal as wearable digital phenotyping of insomnia: An interpretable machine learning study

  • By

  • Minji Kim

  • Seojin Yun

  • Hyungju Kim

  • Emma Matsushita

  • Ji Won Yeom

  • Sujin Kim

  • Seung Pil Pack

  • Heon-Jeong Lee

  • Taesu Cheong

  • Chul-Hyun Cho

  • June 6, 2026

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Top Institutions in Psychiatry

Brief introduction explaining scope and methodology.

  • #1

    Korea University Anam Hospital
    Korea University Anam Hospital

    Seoul, South Korea

    Key Differentiators

    • Sleep Medicine

  • #2

    Stanford University
    Stanford University

    Stanford, California

    Key Differentiators

    • Sleep Medicine

Original Source(s)

Heart rate circadian phase and hyperarousal as wearable digital phenotyping of insomnia: An interpretable machine learning study

  • by Minji Kim, Seojin Yun, Hyungju Kim, Emma Matsushita, Ji Won Yeom, Sujin Kim, Seung Pil Pack, Heon-Jeong Lee, Taesu Cheong, Chul-Hyun Cho

  • June 6, 2026

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