The remote monitoring of vital signs and healthcare provision has become an urgent necessity due to the impact of the COVID-19 pandemic on the world. Blood oxygen level, heart rate, and body temperature data are crucial for managing the disease and ensuring timely medical care. This study proposes a low-cost wearable device employing non-contact sensors to monitor, process, and visualize critical variables, focusing on body temperature measurement as a key health indicator. The wearable device developed offers a non-invasive and continuous method to gather wrist and forehead temperature data. However, since there is a discrepancy between wrist and actual forehead temperature, this study incorporates statistical methods and machine learning to estimate the core forehead temperature from the wrist. This research collects 2130 samples from 30 volunteers, and both the statistical least squares method and machine learning via linear regression are applied to analyze these data. It is observed that all models achieve a significant fit, but the third-degree polynomial model stands out in both approaches. It achieves an R value of 0.9769 in the statistical analysis and 0.9791 in machine learning.
Download full-text PDF |
Source |
---|---|
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10975497 | PMC |
http://dx.doi.org/10.3390/s24061944 | DOI Listing |
Cureus
December 2024
College of Health Care Sciences, Nova Southeastern University, Fort Lauderdale, USA.
The case report explores the effects of testosterone replacement therapy (TRT) on body composition, lean muscle mass, and fat mass, based on the dosage of TRT and exercise intensity in a 40-year-old male. The purpose of this case study was to evaluate the dose-response relationship of TRT and exercise on muscle hypertrophy and fat loss over an eight-month period, using a validated wrist-worn wearable fitness tracker to measure daily physical activity and heart rate (HR)-based exercise intensity. The patient, a trained male with 25 years of consistent exercise experience, reported notable declines in strength and increases in body fat despite maintaining a regular workout routine.
View Article and Find Full Text PDFACS Appl Mater Interfaces
January 2025
Institute for Frontier Materials, Deakin University, Waurn Ponds, Victoria 3216, Australia.
Materials and devices that harvest acoustic energy can enable autonomous powering of microdevices and wireless sensors. However, traditional acoustic energy harvesters rely on brittle piezoceramics, which have restricted their use in wearable electronic devices. To address these limitations, this study involves the fabrication of acoustic harvesters using electrospinning of the piezoelectric polymer PVDF-TrFE onto fabric-based electrodes.
View Article and Find Full Text PDFEur J Obstet Gynecol Reprod Biol
December 2024
Institute of Reproductive Developmental Biology, Department of Metabolism Digestion and Reproduction, Hammersmith Campus, Imperial College London, London, W12 0HS, United Kingdom. Electronic address:
JMIR Form Res
December 2024
Department of Information Science, Cornell University, New York, NY, United States.
Background: Digital and wearable intervention systems promise to improve how people manage their behavioral health conditions by making interventions available when the user can best benefit from them. However, existing interventions are obtrusive because they require attention and motivation to engage in, limiting the effectiveness of such systems in demanding contexts, such as when the user experiences alcohol craving. Mindless interventions, developed by the human-computer interaction community, offer an opportunity to intervene unobtrusively.
View Article and Find Full Text PDFSci Rep
December 2024
School of Recreation and Community Sport, Capital University of Physical Education and Sports, Beijing, 100191, China.
Flexible micro-sensors have significant application potential in the field of sports performance evaluation. The aim of this study is to assess sports performance by grip pressure using a MMSS sensor (MXene as the sensitive material and melamine sponge as the substrate, a type of flexible piezoresistive pressure sensor). The grip pressures of expert and amateur players are evaluated in single skills events (golf, billiards, basketball, javelin and shot put) and in skills conversion (badminton and tennis).
View Article and Find Full Text PDFEnter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!