e.g. mhealth
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Advanced digital health technologies, including activity trackers, have emerged as possible tools for monitoring and potentially enhancing PA and health metrics, including step counts, heart rate (HR), and sleep patterns [23]. Such devices provide regular feedback, which may be instrumental in improving PA levels and overall health [24-29].
J Med Internet Res 2025;27:e68199
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The study included 6 visits spanning an initial step baseline phase and a 12-week continuous measurement phase. The transtheoretical model was used to categorize the participants who were currently at the contemplation stage (willing to change health behavior within the next 6 months), preparation stage (willing to change health behavior within the next month), or action stage (has made modifications to health behavior) to achieve the target goal of 10,000 steps a day.
JMIR Form Res 2025;9:e60221
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In addition, it has recently been reported that the global population step count did not return to prepandemic levels in the 2 years following the onset of the COVID-19 outbreak [5]. The number of steps per day is a simple and convenient measure of physical activity (PA). Recent research suggests that an increase in the daily step count is associated with a progressively lower risk of all-cause mortality. Walking an additional 1000 steps per day can help reduce the risk of all-cause mortality [6].
J Med Internet Res 2024;26:e47116
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The types of passive data collected in this study are heart rate, heart rate variability, step count, and sleep patterns. More specifically, the wearable device’s photoplethysmography sensor will collect data on an individual’s heart rate and heart rate variability [51]. In addition, a combination of sensors, such as the accelerometer, gyroscope, altimeter, and GPS, will be used to count steps.
JMIR Res Protoc 2024;13:e53597
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Fitbit-tracked daily step counts were automatically uploaded to the Nex J Connected Wellness (Nex J Health Inc) platform, allowing participants and Health Navigator-Coaches to review daily step activity. The purpose of step monitoring was to reinforce i MCBT concepts by providing participants real-time feedback about how the behaviors they modify link to cognitive-affective changes.
Interact J Med Res 2023;12:e46419
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Studies characterizing the performance of digital walking measures often focus on step count. However, the literature around these studies shows considerable heterogeneity across designs and some notable limitations.
JMIR Hum Factors 2023;10:e48270
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