Wearables Research
33 PubMed-cited studies reviewed. Health rings, fitness bands, and continuous glucose monitors.
Studies & Evidence (33)
HRV from wearables effectively tracks recovery state and training readiness
Disconnection Between Self-Reported Wellbeing and Heart Rate Variability from Wearables.
CGM in non-diabetics reveals personalized glycemic responses to foods
Continuous glucose monitoring in non-diabetic populations: a systematic review of observational and interventional studies with meta-analysis.
HRV from wearables effectively tracks recovery state and training readiness
Wearable-Derived Sleep and Physiological Metrics Are Associated With Performance in Professional Golfers.
Smart ring accurately tracks activity, sedentary time, and physiological signals
Lifestyle physical activity coaching in outpatients with major depressive disorder (PACOUTPAT): study protocol for a randomized controlled trial on physical activity, depression, and quality of life.
HRV from wearables effectively tracks recovery state and training readiness
"The More You Give the Wearable, the More It Gives You": How Regular Exercisers Navigate Exercise Using Wearable Devices.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Validity of heart rate measurements in wrist-based monitors across skin tones during exercise.
Oura Ring demonstrates high accuracy for sleep staging vs. PSG reference standard
The Oura Ring Versus Medical-Grade Sleep Studies: A Systematic Review and Meta-Analysis.
HRV from wearables effectively tracks recovery state and training readiness
Oura Ring Behavioral Feedback Intervention for Alcohol Reduction in Young Adults: User Experience Evaluation of a Pilot Randomized Trial.
HRV from wearables effectively tracks recovery state and training readiness
Physiologic readiness and subjective workload of performing operations: A prospective observational study of attending and trainee surgeons.
HRV from wearables effectively tracks recovery state and training readiness
Validating Subjective Ratings with Wearable Data for a Nuanced Understanding of Load-Recovery Status in Elite Endurance Athletes.
CGM in non-diabetics reveals personalized glycemic responses to foods
Non-Invasive Continuous Glucose Monitoring in Patients Without Diabetes: Use in Cardiovascular Prevention-A Systematic Review.
CGM in non-diabetics reveals personalized glycemic responses to foods
Continuous interstitial glucose monitoring in diabetic and non-diabetic critically ill patients is simple and accurate: comparison with venous, arterial and capillary glucose measurements.
CGM in non-diabetics reveals personalized glycemic responses to foods
Use of Continuous Glucose Monitoring in Non-diabetic Individuals for Cardiovascular Prevention: A Systematic Review of Its Impact on Guiding Lifestyle Interventions.
CGM in non-diabetics reveals personalized glycemic responses to foods
A pretrained transformer model for decoding individual glucose dynamics from continuous glucose monitoring data.
CGM in non-diabetics reveals personalized glycemic responses to foods
Optimising obesity management: integrating continuous glucose monitoring with GLP-1 receptor agonists.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Accuracy of Heart-Rate-Recovery Parameters Assessed From a Wrist-Worn Photoplethysmography Monitor (Polar Unite).
HRV from wearables effectively tracks recovery state and training readiness
Exploring Regular Exercisers' Experiences with Readiness/Recovery Scores Produced by Wearable Devices: A Descriptive Qualitative Study.
HRV from wearables effectively tracks recovery state and training readiness
Intensive, Real-Time Data Collection of Psychological and Physiological Stress During a 96-Hour Field Training Exercise at a Senior Military College: Feasibility and Acceptability Cohort Study.
CGM in non-diabetics reveals personalized glycemic responses to foods
Continuous glucose monitoring for children with hypoglycaemia: Evidence in 2023.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Parameters Influencing the Accuracy of a Wrist Photoplethysmography Heart-Rate Monitor (Polar Unite) During Exercise.
Oura Ring demonstrates high accuracy for sleep staging vs. PSG reference standard
Accuracy of 11 Wearable, Nearable, and Airable Consumer Sleep Trackers: Prospective Multicenter Validation Study.
Smart ring accurately tracks activity, sedentary time, and physiological signals
Comparison of Oura Smart Ring Against ActiGraph Accelerometer for Measurement of Physical Activity and Sedentary Time in a Free-Living Context.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Accuracy of Heart Rate Measurement by the Fitbit Charge 2 During Wheelchair Activities in People With Spinal Cord Injury: Instrument Validation Study.
HRV from wearables effectively tracks recovery state and training readiness
Incorporating Internal and External Training Load Measurements in Clinical Decision Making After ACL Reconstruction: A Clinical Commentary.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Accuracy of Wrist-Worn Photoplethysmography Devices at Measuring Heart Rate in the Laboratory and During Free-Living Activities.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Accuracy of wrist-worn heart rate monitors during physical therapy sessions among hemiparetic inpatients with stroke.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Accuracy of heart rate variability estimated with reflective wrist-PPG in elderly vascular patients.
CGM in non-diabetics reveals personalized glycemic responses to foods
Diet-induced differences in estimated plasma glucose concentrations in healthy, non-diabetic adults are detected by continuous glucose monitoring-a randomized crossover trial.
CGM in non-diabetics reveals personalized glycemic responses to foods
The impact of shift work on glycemic characteristics assessed by CGM and its association with metabolic indices in non-diabetic subjects.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Improved Heart Rate Tracking Using Multiple Wrist-type Photoplethysmography during Physical Activities.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Towards Photoplethysmography-Based Estimation of Instantaneous Heart Rate During Physical Activity.
Wrist-based PPG provides acceptable HR accuracy during moderate exercise
Estimating heart rate using wrist-type Photoplethysmography and acceleration sensor while running.
CGM in non-diabetics reveals personalized glycemic responses to foods
Measuring glycaemic variation.
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