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References from The Representation of Different Populations in Studies Assessing the Validity of Consumer Wearable Photoplethysmography-Based Measurements: Scoping Review. Local targets link to admitted publications; unresolved targets remain external evidence.
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Reliability and validity of commercially available wearable devices for measuring steps, energy expenditure, and heart rate: systematic review
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Accuracy of heart rate measurement with wrist-worn wearable devices in various skin tones: a systematic review
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10.2196/87324 · Admitted local publication
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The accuracy of heart rate monitoring by some wrist-worn activity trackers
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Are currently available wearable devices for activity tracking and heart rate monitoring accurate, precise, and medically beneficial?
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Feasibility of using an armband optical heart rate sensor in naturalistic environment
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Congruent accuracy of wrist-worn activity trackers during controlled and free-living conditions
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Accuracy of the Apple Watch 4 to measure heart rate in patients with atrial fibrillation
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Validation of photoplethysmography as a method to detect heart rate during rest and exercise
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Validity of wrist-worn consumer products to measure heart rate and energy expenditure
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Heart rate measures from the Apple Watch, Fitbit Charge HR 2, and electrocardiogram across different exercise intensities
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A comparison of multiple wearable technology devices heart rate and step count measurements during free motion and treadmill based measurements
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Comparative accuracy of a wrist-worn activity tracker and a smart shirt for physical activity assessment
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Validity and reliability of wearable devices during self-paced walking, jogging and overground skipping
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Accuracy of heart rate and energy expenditure estimations of wrist-worn and arm-worn Apple watches
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Accuracy of wearable heart rate monitors in cardiac rehabilitation
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Heart rate measurements in patients with obstructive sleep apnea and atrial fibrillation: prospective pilot study assessing Apple Watch’s agreement with telemetry data
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Accuracy of wrist-worn activity monitors during common daily physical activities and types of structured exercise: evaluation study
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Validity and wearability of consumer-based fitness trackers in free-living children
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Accuracy and role of consumer facing wearable technology for continuous monitoring during endoscopic procedures
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Validity of heart rate variability measured with Apple Watch Series 6 compared to laboratory measures
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Validation of aerobic capacity (VO2max) and pulse oximetry in wearable technology
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Accuracy of the Apple Watch Series 9 for measures of energy expenditure and heart rate at rest and during exercise: impact of skin pigmentation
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Investigating the accuracy of Garmin PPG sensors on differing skin types based on the Fitzpatrick scale: cross-sectional comparison study
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Validity and reliability of wearable technology devices during simulated pickleball game play
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Heart rate monitoring among breast cancer survivors: quantitative study of device agreement in a community-based exercise program
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Validity of wrist-worn activity tracker heart rate detection in Fontan patients during exercise
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Can caregivers reliably assess their child’s heart rate and respiration rate using smartphone or smartwatch applications?
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A validation study versus portable polysomnography
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Assessment of the Fitbit Charge 2 for monitoring heart rate
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Accuracy and precision of wearable devices for real-time monitoring of swimming athletes
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Accuracy of a wrist-worn heart rate sensing device during elective pediatric surgical procedures
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Validity of peripheral oxygen saturation measurements with the Garmin Fēnix 5X plus wearable device at 4559 m
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Assessment of non-invasive measurements of oxygen saturation and heart rate with an Apple smartwatch: comparison with a standard pulse oximeter
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Heart rate and distance measurement of two multisport activity trackers and a cellphone app in different sports: a cross-sectional validation and comparison field study
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Wrist-worn wearables for monitoring heart rate and energy expenditure while sitting or performing light-to-vigorous physical activity: validation study
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Accuracy and systematic biases of heart rate measurements by consumer-grade fitness trackers in postoperative patients: prospective clinical trial
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Heart rate measurement accuracy of Fitbit Charge 4 and Samsung Galaxy Watch Active2: device evaluation study
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Accuracy of the Apple Watch oxygen saturation measurement in adults and children with congenital heart disease
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Validation and application of wrist-worn wearable physiological measures in psychotherapy
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Accuracy of wrist-worn heart rate monitors for rate control assessment in atrial fibrillation
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Reliability of the Polar Vantage M sports watch when measuring heart rate at different treadmill exercise intensities
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Variable agreement between wearable heart rate monitors during exercise in cystic fibrosis
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Validation of Polar OH1 optical heart rate sensor for moderate and high intensity physical activities
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Smart watches for heart rate assessment in atrial arrhythmias
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Validity of the Polar Vantage M watch when measuring heart rate at different exercise intensities
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Comparing a Fitbit wearable to an electrocardiogram gold standard as a measure of heart rate under psychological stress: a validation study
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Common wearable devices demonstrate variable accuracy in measuring heart rate during supraventricular tachycardia
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Validity of heart rate measurements in wrist-based monitors across skin tones during exercise
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Agreement of the Apple Watch and Fitbit Charge for recording step count and heart rate when exercising in water
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Validating a consumer smartwatch for nocturnal respiratory rate measurements in sleep monitoring
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Validity and reliability of the Apple Watch for measuring heart rate during exercise
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Validation of the Apple Watch for heart rate variability measurements during relax and mental stress in healthy subjects
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Accuracy of the wearable activity tracker Garmin Forerunner 235 for the assessment of heart rate during rest and activity
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Parameters influencing the accuracy of a wrist photoplethysmography heart-rate monitor (Polar Unite) during exercise
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Accuracy of wrist-worn wearable devices for determining exercise intensity
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Comparative assessment of smartwatch photoplethysmography accuracy
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Improving heart rate estimation on consumer grade wrist-worn device using post-calibration approach
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