Applying machine learning to consumer wearable data for the early detection of complications after pediatric appendectomy

HMK Ghomrawi, MK O'Brien, M Carter… - NPJ Digital …, 2023 - nature.com
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 …

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 …

Performance evaluation of fitbit charge 3 and actigraphy vs. polysomnography: sensitivity, specificity, and reliability across participants and nights

G Eylon, L Tikotzky, I Dinstein - Sleep Health, 2023 - Elsevier
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 …

Consumer wearables define a normative recovery trajectory following the modified Nuss procedure

M Carter, S Linton, S Zeineddin, JB Pitt… - Journal of Surgical …, 2023 - Elsevier
Abstract Introduction The modified Nuss procedure is an elective procedure associated with
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

H Fayyaz, A Strang, R Beheshti - Machine Learning for …, 2023 - proceedings.mlr.press
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 …

Sleep patterns and risk of chronic disease as measured by long-term monitoring with commercial wearable devices in the All of Us Research Program

NS Zheng, J Annis, H Master, L Han, K Gleichauf… - Nature Medicine, 2024 - nature.com
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 …

[HTML][HTML] Estimating Physical Activity and Sleep using the Combination of Movement and Heart Rate: A Systematic Review and Meta-Analysis

JW WHITE III, CD Pfledderer, P Kinard… - … Journal of Exercise …, 2023 - ncbi.nlm.nih.gov
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 …

Early life adversity and adolescent sleep problems during the COVID‐19 pandemic

JM Bridgewater, SR Berzenski, SN Doan… - Stress and …, 2024 - Wiley Online Library
The COVID‐19 pandemic resulted in a reorganization of adolescents' routines, especially
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 …

RG Weaver, M de Zambotti, J White, O Finnegan… - Sleep Health, 2023 - Elsevier
Goal and aims Evaluate the performance of a sleep scoring algorithm applied to raw
accelerometry data collected from research-grade and consumer wearable actigraphy …

Objectively measured peri-vaccination sleep does not predict COVID-19 breakthrough infection

SJ Jaiswal, M Gadaleta, G Quer, JM Radin… - Scientific Reports, 2024 - nature.com
Prior studies have shown that sleep duration peri-vaccination influences an individual's
antibody response. However, whether peri-vaccination sleep affects real-world vaccine …