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Background: Wearable technologies play an important role in measuring physical activity (PA) and promoting health. Standardized validation indices (i.e., accuracy, bias, and precision) compare performance of step counting wearable technologies in young people.
Purpose: To produce a catalog of validity indices for step counting wearable technologies assessed during different treadmill speeds (slow [0.8-3.2 km/h], normal [4.0-6.4 km/h], fast [7.2-8.0 km/h]), wear locations (waist, wrist/arm, thigh, and ankle), and age groups (children, 6-12 years; adolescents, 13-17 years; young adults, 18-20 years).
Methods: One hundred seventeen individuals (13.1 ± 4.2 years, 50.4% female) participated in this cross-sectional study and completed 5-min treadmill bouts (0.8 km/h to 8.0 km/h) while wearing eight devices (Waist: Actical, ActiGraph GT3X+, NL-1000, SW-200; Wrist: ActiGraph GT3X+; Arm: SenseWear; Thigh: activPAL; Ankle: StepWatch). Directly observed steps served as the criterion measure. Accuracy (mean absolute percentage error, MAPE), bias (mean percentage error, MPE), and precision (correlation coefficient, r; standard deviation, SD; coefficient of variation, CoV) were computed.
Results: Five of the eight tested wearable technologies (i.e., Actical, waist-worn ActiGraph GT3X+, activPAL, StepWatch, and SW-200) performed at < 5% MAPE over the range of normal speeds. More generally, waist (MAPE = 4%), thigh (4%) and ankle (5%) locations displayed higher accuracy than the wrist location (23%) at normal speeds. On average, all wearable technologies displayed the lowest accuracy across slow speeds (MAPE = 50.1 ± 35.5%), and the highest accuracy across normal speeds (MAPE = 15.9 ± 21.7%). Speed and wear location had a significant effect on accuracy and bias (P < 0.001), but not on precision (P > 0.05). Age did not have any effect (P > 0.05).
Conclusions: Standardized validation indices focused on accuracy, bias, and precision were cataloged by speed, wear location, and age group to serve as important reference points when selecting and/or evaluating device performance in young people moving forward. Reduced performance can be expected at very slow walking speeds (0.8 to 3.2 km/h) for all devices. Ankle-worn and thigh-worn devices demonstrated the highest accuracy. Speed and wear location had a significant effect on accuracy and bias, but not precision.
Trial Registration: Clinicaltrials.gov NCT01989104 . Registered November 14, 2013.
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http://dx.doi.org/10.1186/s12966-021-01167-y | DOI Listing |
ACS Appl Mater Interfaces
September 2025
College of Chemistry and Chemical Engineering, Instrumental Analysis Center of Qingdao University, Qingdao Application Technology Innovation Center of Photoelectric Biosensing for Clinical Diagnosis and Treatment, Shandong Sino-Japanese Center for Collaborative Research of Carbon Nanomaterials, Qing
Silk fibroin (SF)-based flexible electronic/photonic materials have gained great attention in wearable devices and soft sensors. However, it remains challenging to understand the molecular interaction mechanisms and subsequently fabricate SF-based flexible materials that exhibit fluorescence, humidity sensitivity, and conductivity properties. In this study, by incorporating lanthanide europium ion (Eu), the design and fabrication of a flexible, fluorescent, and conductive SF membrane was proposed.
View Article and Find Full Text PDFMacromol Rapid Commun
September 2025
Key Laboratory of Bio-based Material Science and Technology of Ministry of Education, Northeast Forestry University, Harbin, P. R. China.
Rapid advancement of flexible electronics has generated a demand for sustainable materials. Cellulose, a renewable biopolymer, exhibits exceptional mechanical strength, customizable properties, biodegradability, and biocompatibility. These attributes are largely due to its hierarchical nanostructures and modifiable surface chemistry.
View Article and Find Full Text PDFJ Invest Dermatol
September 2025
Department of Dermatology, Northwestern University Feinberg School of Medicine, Chicago, Illinois, USA; Sibel Health, Chicago, Illinois, USA; Querrey Simpson Institute for Bioelectronics, Northwestern University, Evanston, Illinois, USA. Electronic address:
The integration of wearable medical devices and digital health technologies (DHTs) in health care has grown significantly during the past 2 decades, particularly in dermatology, in which objective measurement of symptoms such as itch remains challenging. This review examines the evolution of DHTs in dermatology, focusing on the validation frameworks necessary for their implementation in clinical trials and research. We discuss the key stages of validation: hardware validation to ensure device reliability, analytical validation to transform raw sensor data into meaningful metrics, and clinical validation to demonstrate utility in specific patient populations.
View Article and Find Full Text PDFJ Acoust Soc Am
September 2025
Medizinische Physik and Cluster of Excellence "Hearing4all, " Carl von Ossietzky Universität Oldenburg, Oldenburg, Germany.
Processing delays can negatively affect listening experience, especially in cases where the (processed) delayed sound interferes with an un-delayed (or direct) sound component, as it is the case for (open-fit) hearing devices. In this study, psychometric functions for delay perception in individual frequency bands were measured. Also, it was assessed how noticeability adds up across frequency bands for frequency-dependent processing delays.
View Article and Find Full Text PDFDigit Health
September 2025
Department of Nursing, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
Background: Digital therapeutics (DTx) has emerged as a transformative approach in healthcare, offering innovative solutions for disease management and treatment optimization. Prostate cancer (PCa), the second most common malignancy in men, has seen increasing incidence rates, driving the development of new digital technologies for PCa management.
Purpose: This review aims to provide a comprehensive analysis of the current status and effectiveness of DTx in managing PCa.