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Cloud-Based Smart Health Monitoring System for Automatic Cardiovascular and Fall Risk Assessment in Hypertensive

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  • 1Multidisciplinary Department of Medical, Surgical and Dental Sciences, Second University of Naples, Via Pansini, 5, Naples, 80138, Italy, paolo.melillo@unina2.it.

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Summary
This summary is machine-generated.

This study introduces a new m-health platform for monitoring hypertensive patients. The system accurately predicts vascular events and falls, aiding clinical decisions through remote data analysis.

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Area of Science:

  • Biomedical Engineering
  • Health Informatics
  • Cardiology

Background:

  • Hypertensive patients face high risks of vascular events and falls.
  • Current monitoring methods may lack proactive and remote capabilities.
  • Integrating m-health and cloud computing offers potential for improved patient management.

Purpose of the Study:

  • To design and validate a cloud-based m-health platform for risk assessment in hypertensive patients.
  • To enable proactive remote monitoring and data analysis of biomedical signals.
  • To support clinical decision-making for vascular events and falls.

Main Methods:

  • Development of a flexible, extensible, and transparent m-health platform utilizing cloud computing.
  • Implementation of data-mining functionalities for proactive remote monitoring.
  • Retrospective study for platform training and testing, followed by an ongoing prospective trial.

Main Results:

  • The platform achieved 84% accuracy in predicting vascular events within 12 months.
  • It identified fallers with 72% accuracy.
  • Patient acceptance in a prospective trial was favorable, with manageable data loss (<20%).

Conclusions:

  • The developed m-health platform effectively supports clinical decisions by providing accurate risk assessments for vascular events and falls.
  • The system demonstrates the potential of tele-monitored data analysis for proactive patient care.
  • The platform's design facilitates flexibility and scalability for remote health monitoring.