Chemical Engineering Journal, Год журнала: 2021, Номер 431, С. 134002 - 134002
Опубликована: Дек. 6, 2021
Язык: Английский
Circulation Genomic and Precision Medicine, Год журнала: 2024, Номер 17(3)
Опубликована: Май 23, 2024
Wearable devices are increasingly used by a growing portion of the population to track health and illnesses. The data emerging from these can potentially transform care. This requires an interoperability framework that enables deployment platforms, sensors, devices, software applications within diverse systems, aiming facilitate innovation in preventing treating cardiovascular disease. However, current ecosystem includes several noninteroperable systems inhibit such objectives. design clinically meaningful for accessing incorporating into clinical workflows strategies ensure quality content patient caregiver accessibility. scientific statement aims address best practices, gaps, challenges pertaining this area, with considerations (1) integration scope measures, (2) application approaches/strategies, (3) regulatory/ethical/legal issues.
Язык: Английский
Процитировано
10
Sleep Medicine, Год журнала: 2025, Номер unknown, С. 106506 - 106506
Опубликована: Апрель 1, 2025
Язык: Английский
Процитировано
2
Proceedings of the National Academy of Sciences, Год журнала: 2025, Номер 122(7)
Опубликована: Фев. 11, 2025
In wearable smart systems, continuous monitoring and accurate classification of different sleep-related conditions are critical for enhancing sleep quality preventing chronic conditions. However, the requirements device–skin coupling in electrophysiological systems hinder comfort reliability night wearing. Here, we report a washable, skin-compatible garment system that captures local skin strain signals under weak without positioning or preparation requirements. A printed textile-based sensor array responds to from 0.1 10% with gauge factor as high 100 shows independence extrinsic motion artifacts via strain-isolating pattern design. Through reversible starching treatment, ink penetration depth during direct printing on garments is controlled achieve batch-to-batch performance variation <10%. Coupled deep learning, explainable AI, transfer learning data processing, capable classifying six states an accuracy 98.6%, maintaining excellent explainability (classification low bias) generalization (95% new users few-shot less than 15 samples per class) practical applications, paving way next-generation daily healthcare management.
Язык: Английский
Процитировано
1
Sensors, Год журнала: 2025, Номер 25(6), С. 1771 - 1771
Опубликована: Март 12, 2025
The home is an ideal setting for long-term sleep monitoring. This review explores a range of home-based monitoring technologies, including smartphone apps, smartwatches, and smart mattresses, to assess their accuracy, usability, limitations, how well they integrate with existing healthcare systems. evaluates 21 16 nine mattresses through systematic data collection from academic literature, manufacturer specifications, independent studies. Devices were assessed based on sleep-tracking capabilities, physiological collection, movement detection, environmental sensing, AI-driven analytics, integration potential. Wearables provide the best balance affordability, making them most suitable general users athletes. Smartphone apps are cost-effective but offer lower more appropriate casual tracking rather than clinical applications. Smart while providing passive comfortable tracking, costlier have limited validation. offers essential insights selecting technology. Future developments should focus multi-sensor fusion, AI transparency, energy efficiency, improved validation enhance reliability applicability. As these technologies evolve, has potential bridge gap between consumer-grade diagnostics, personalized health accessible actionable.
Язык: Английский
Процитировано
1
Chemical Engineering Journal, Год журнала: 2021, Номер 431, С. 134002 - 134002
Опубликована: Дек. 6, 2021
Язык: Английский
Процитировано
49