Sleep patterns and risk of chronic disease as measured by long-term monitoring with commercial wearable devices in the All of Us Research Program
Poor sleep health is associated with increased all-cause mortality and incidence of many
chronic conditions. Previous studies have relied on cross-sectional and self-reported survey …
chronic conditions. Previous studies have relied on cross-sectional and self-reported survey …
Applying machine learning to consumer wearable data for the early detection of complications after pediatric appendectomy
When children are discharged from the hospital after surgery, their caregivers often rely on
subjective assessments (eg, appetite, fatigue) to monitor postoperative recovery as objective …
subjective assessments (eg, appetite, fatigue) to monitor postoperative recovery as objective …
Evolving trends in novel sleep tracking and sleep testing technology publications between 2020-2022
S Holfinger, S Schutte-Rodin, D Ratnasoma… - Journal of Clinical …, 2025 - jcsm.aasm.org
Study Objectives: To update sleep medicine providers regarding (1) published research on
the uses and performance of novel sleep tracking and testing technologies (2) the use of …
the uses and performance of novel sleep tracking and testing technologies (2) the use of …
Estimating physical activity and sleep using the combination of movement and heart rate: a systematic review and meta-analysis
The purpose of this meta-analysis was to quantify the difference in physical activity and
sleep estimates assessed via 1) movement, 2) heart rate (HR), or 3) the combination of …
sleep estimates assessed via 1) movement, 2) heart rate (HR), or 3) the combination of …
Validity of two consumer multisport activity tracker and one accelerometer against polysomnography for measuring sleep parameters and vital data in a laboratory …
M Budig, R Stoohs, M Keiner - Sensors, 2022 - mdpi.com
Two commercial multisport activity trackers (Garmin Forerunner 945 and Polar Ignite) and
the accelerometer ActiGraph GT9X were evaluated in measuring vital data, sleep stages …
the accelerometer ActiGraph GT9X were evaluated in measuring vital data, sleep stages …
Performance evaluation of fitbit charge 3 and actigraphy vs. polysomnography: sensitivity, specificity, and reliability across participants and nights
Goal and aims Compare the accuracy and reliability of sleep/wake classification between
the Fitbit Charge 3 and the Micro Motionlogger actigraph when applying either the Cole …
the Fitbit Charge 3 and the Micro Motionlogger actigraph when applying either the Cole …
Consumer wearables define a normative recovery trajectory following the modified Nuss procedure
Abstract Introduction The modified Nuss procedure is an elective procedure associated with
a lengthy recovery, uncontrolled pain, and risk of infrequent, yet life-threatening …
a lengthy recovery, uncontrolled pain, and risk of infrequent, yet life-threatening …
Bringing At-home Pediatric Sleep Apnea Testing Closer to Reality: A Multi-modal Transformer Approach
Sleep apnea in children is a major health problem affecting one to five percent of children (in
the US). If not treated in a timely manner, it can also lead to other physical and mental health …
the US). If not treated in a timely manner, it can also lead to other physical and mental health …
Early life adversity and adolescent sleep problems during the COVID‐19 pandemic
The COVID‐19 pandemic resulted in a reorganization of adolescents' routines, especially
their sleep schedules. Utilising 175 caregiver‐adolescent dyads, the current study examined …
their sleep schedules. Utilising 175 caregiver‐adolescent dyads, the current study examined …
Evaluation of a device-agnostic approach to predict sleep from raw accelerometry data collected by Apple Watch Series 7, Garmin Vivoactive 4, and ActiGraph GT9X …
Goal and aims Evaluate the performance of a sleep scoring algorithm applied to raw
accelerometry data collected from research-grade and consumer wearable actigraphy …
accelerometry data collected from research-grade and consumer wearable actigraphy …