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Related Concept Videos

Issues And Trends In Healthcare Delivery System01:29

Issues And Trends In Healthcare Delivery System

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The issues and trends in healthcare delivery are constantly changing. The COVID-19 pandemic is one recent issue that wreaked havoc on healthcare systems, causing a shortage of healthcare workers, high demand for medicines and supplies, and increased medical expenditure due to a lack of insurance. Other issues include rising healthcare costs and care fragmentation.
Cost Containment
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Assessing the gastrointestinal (GI) system is a complex process that begins with collecting subjective data. This data, collected through patient interviews, provides crucial insights into the patient's health history, perception patterns, and lifestyle habits, all contributing significantly to GI health.
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Holter Monitor: 24-Hour Monitoring01:23

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Holter monitoring is a continuous electrocardiography (ECG) recording that tracks the heart's electrical activity over an extended period, generally 24 to 48 hours. This noninvasive diagnostic tool detects irregular heart rhythms that may not be captured during a standard ECG performed in a clinical setting.DeviceThe Holter monitor is a portable, small device connected to several electrodes on the patient's chest. These electrodes detect the heart's electrical signals and transmit them to the...
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Related Experiment Video

Updated: Jan 9, 2026

Author Spotlight: Automated Deep Brain Stimulation for Parkinson's Disease - Exploring the Possibilities and Challenges of Home Monitoring
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HealthReflect: Design of a Bathroom Smart Mirror to Capture Comprehensive Consumer Health Data Trends1.

Jorge Farfan, Shruthi Ravichandran, Maryam Shamsie

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    |December 3, 2025
    PubMed
    Summary

    HealthReflect, a smart mirror, passively monitors vital signs like temperature and SpO2 with high accuracy. This innovative approach supports continuous, non-intrusive health data collection for various clinical and wellness applications.

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    Area of Science:

    • Biomedical Engineering
    • Digital Health
    • Wearable Technology

    Background:

    • The rise of user-driven home health monitoring is hampered by fragmented ecosystems and limited clinical data viability.
    • Connected devices for health tracking often require active user engagement, limiting consistent data collection.
    • There is a need for seamless, integrated solutions for passive vital sign monitoring in daily life.

    Purpose of the Study:

    • To propose and prototype HealthReflect, an all-in-one device integrated into a bathroom mirror for seamless vital sign collection.
    • To evaluate the accuracy and feasibility of passive monitoring of heart rate, temperature, and SpO2 using the HealthReflect device.
    • To explore the potential clinical relevance and applications of semi-passive health data collection.

    Main Methods:

    • Prototyping of the HealthReflect device, incorporating user identification and vital sign sensors.
    • Conducting 32 tests comparing HealthReflect's measurements against a standard analog device.
    • Measuring accuracy for SpO2, temperature, and heart rate during passive collection.

    Main Results:

    • HealthReflect achieved over 90% accuracy for SpO2 and temperature monitoring.
    • Heart rate monitoring accuracy reached 78% compared to the analog device.
    • The study demonstrated the feasibility of passive vital sign collection in everyday environments.

    Conclusions:

    • The HealthReflect device shows promise for accurate, semi-passive vital sign monitoring.
    • Consistent, non-intrusive health data collection can benefit elder care, chronic condition management, and clinical trials.
    • This technology supports improved patient care through convenient at-home monitoring.