Wearable Pain Management Devices: A Non-Invasive Alternative

Wearable Pain Management Devices: A Non-Invasive Alternative

AI Health Tech

Pain is more than just a physical sensation—it’s a complex experience that can dramatically alter your daily life. Chronic pain affects almost 33% of adults, impacting their quality of life and daily activities. As traditional pain management methods often fall short, wearable pain management technologies offer hope for anyone struggling with ongoing pain.

These smart devices can:

  • Track pain signals
  • Provide quick relief
  • Help you understand your pain better

Let’s see how.

Contents

Chronic Pain and Wearable Technologies

Pain closeup word in dictionary

Types of chronic pain and pain conditions

Chronic pain can stem from various conditions, each presenting unique challenges:

  • Fibromyalgia
  • Lower back pain
  • Multiple sclerosis (MS)
  • Rheumatoid arthritis
  • Neuropathic pain
  • Endometriosis
  • Migraines

woman holding her knee radiating in pain

Along with different conditions that cause chronic pain, there are different types of chronic pain:

  • neuropathic (nerve) pain – related to nerve damage
  • nociceptive pain – pain caused by an injury, inflammation, or pressure
  • somatic pain – pain that starts in your face, limbs, or muscles
  • visceral pain – pain from the internal organs with sensory nerves

Problems with traditional pain management

Timed pill box

Traditional pain treatments often rely on medications, physical therapy, and lifestyle modifications. However, these methods have drawbacks:

  1. Medication side effects
  2. The risk of addiction
  3. Inconsistent pain relief
  4. Lack of personalization (one-size-fits-all approach)

Only about 17% of people living with chronic pain get enough pain relief from traditional treatments.

For example, Non-steroidal anti-inflammatory drugs (NSAIDs) have limited effectiveness in treating chronic pain and carry potential serious adverse effects, including an increased risk of heart attack or stroke. Opioids can be effective for short-term pain relief, but they have limited long-term effectiveness, and carry significant risks of addiction and misuse.

How wearable technologies detect and address pain

Wearable technologies offer a new approach to pain management:

A study published in the Interactive Journal of Medical Research reported that wearable devices improved pain management.

The science behind targeted pain relief

Wearable pain management devices use various scientific principles to provide targeted relief:

One example is Transcutaneous Electrical Nerve Stimulation (TENS), which works to reduce nociceptor activity and unwanted pain sensations.

Research from NXSTIM demonstrated that its TENS wearable device EcoAI reduced pain intensity for 92% of study participants.

Patient-reported outcomes and effectiveness

Wearable pain management technologies have shown promising results in patient-reported outcomes:

  • Improved pain control
  • Reduced medication use
  • Enhanced quality of life
  • Increased physical activity

A study on Spinal Cord Stimulation (SCS) therapy showed significant improvements in pain intensity and quality of life.

Types of Wearable Pain Management Devices

The market for wearable pain management devices has expanded rapidly, offering various options for different kinds of pain and patient needs.

Transcutaneous electrical nerve stimulation (TENS) devices

Electrode pads on knee

TENS devices use low-voltage electrical currents to provide pain relief. These wearable units typically consist of:

  • A small, battery-powered device
  • Electrode pads
  • Adjustable intensity settings

The FDA approved the TensWave pain relief device, designed to be portable and user-friendly, to alleviate pain without medication.

Compression and support wearables

Compression bandage in black

Compression garments and support devices can be helpful for conditions like arthritis or sports-related injuries. They help manage pain by:

  • Improving blood circulation
  • Reducing inflammation
  • Providing joint stability

Research in the Arthritis Research and Therapy showed that a soft knee brace helped reduce pain, improve walking speed, and increase confidence for people with knee osteoarthritis.

Smart patches and biosensors

Woman with patch on her arm

These advanced wearables use technology to:

  • Monitor physiological signals
  • Detect pain patterns
  • Deliver targeted pain relief

For example, a DGIST research team has developed a smart patch capable of real-time biometric signal monitoring and drug delivery. This level of continuous monitoring and immediate response is impossible with traditional pain management methods.

Electromagnetic therapy devices

Electromagnetic therapy wearables use pulsed electromagnetic fields (PEMF) to:

  • Reduce inflammation
  • Promote tissue healing
  • Alleviate pain

These devices can be effective for conditions like chronic lower back pain. Research has found that PEMF therapy reduced chronic lower back pain intensity in study participants.

Neurostimulation wearables

These devices target specific nerves to interrupt pain signals and provide relief. They can be used for various chronic pain conditions, including:

A narrative review reported that a neurostimulation device reduced migraine pain within two hours.

Technology Behind Pain Relief Wearables

The effectiveness of wearable pain management devices relies on advanced technologies that work together to detect, analyze, and address pain.

Sensor technologies and pain detection

Wearable sensors measure body signals to understand how each person experiences pain. This helps create personalized pain treatment plans.

Wearable devices use various sensors to monitor physiological signals associated with pain:

AI-powered devices are changing how we handle pain. They use sensors to track pain signals in the body, along with AI algorithms to figure out the best way to treat each person’s pain. These tools can measure things like heart rate and skin changes to understand pain levels and suggest personalized treatments.

Electrical stimulation mechanisms

Electrical stimulation devices work by:

  1. Blocking pain signals
  2. Stimulating endorphin release
  3. Improving local blood circulation

Research published in the Scientific Reports showed that electrical stimulation wearables reduced chronic pain and improved the walking gait of participants.

Biofeedback and pain tracking

Biofeedback is a method that helps you learn more about how your body works. By using special electronic devices, you can track things like your heart rate, muscle tension, or breathing. The main goal is to teach you how to control these body functions on purpose, almost like learning to control a muscle you didn’t know you could move before.

Biofeedback features in wearable devices help patients:

  • Identify pain triggers
  • Track pain patterns
  • Learn pain management techniques

By providing real-time feedback on physiological responses, these devices can empower you to take a more active role in managing your pain.

Machine learning and personalized pain management

AI and machine learning algorithms enhance the effectiveness of wearable pain management devices by:

  • Analyzing individual pain patterns
  • Predicting pain episodes
  • Optimizing treatment parameters

For instance, a study on digital biomarkers collected from wearables during SCS treatment showed that machine learning models can predict pain levels with an accuracy of 76.8%.

Integration with smartphone applications

Most wearable pain management devices connect to smartphone apps, offering:

  • Real-time pain tracking
  • Treatment customization
  • Data sharing with healthcare providers

In one study, a pain management app helped participants track and manage chronic pain. Those experiencing higher pain intensity and disability found it the most valuable. Some users appreciated the tracking features, while others found frequent monitoring intrusive.

Integrating apps into your healthcare regime promotes more comprehensive pain management and better communication between you and your healthcare team.

Clinical Applications and Research

Wearable pain management technologies have shown promise in various clinical settings and for different types of pain.

Pain management for specific conditions

Researchers have studied wearable devices to see how effective they are when managing pain associated with:

  • Fibromyalgia
  • Osteoarthritis
  • Lower back pain
  • Neuropathic pain

For example, a study on SCS therapy showed significant improvements in pain intensity and quality-of-life metrics for people with chronic pain conditions.

Sports injury recovery

Athletes and sports medicine professionals turn to wearable pain management devices for:

  • Faster recovery from injuries
  • Reduced reliance on pain medications
  • Improved rehabilitation outcomes

Compression wearables for instance, have shown promise in reducing pain and improving function in patients with knee osteoarthritis.

A study in BMC Sports Science, Medicine and Rehabilitation used advanced tracking devices like accelerometers, GPS, and force plates to monitor athletes’ performance. By collecting data on things like distance, speed, and impact, coaches can spot early signs of fatigue and prevent injuries. The technology can help sports coaches decide when to push athletes harder, and when to let them rest.

Chronic illness support

Wearable pain management technologies offer valuable support for people with chronic illnesses by:

  • Providing continuous pain relief
  • Reducing medication side effects
  • Improving quality of life

The integration of these devices into chronic pain management strategies can lead to more personalized and effective treatment plans.

Researchers frequently use wearable devices in clinical trials to test their effectiveness.

Rehabilitation and physical therapy

Wearable pain management devices are increasingly integrated into rehabilitation programs, offering:

  • Targeted pain relief during exercises
  • Progress tracking
  • Improved compliance (people following through with doctor instructions)

This integration can lead to more effective rehabilitation outcomes and faster recovery times.

A clinical trial in the Archives of Physical Medicine and Rehabilitation showed that TENS alone or combined with exercise or physical therapy, helped reduce knee pain and improve mobility. The combined therapy was particularly effective, showing a significant decrease in light-intensity activity time and potentially lowering psychological barriers to exercise. The results suggest this approach could be a valuable strategy for people struggling with knee pain and sedentary behavior.

Workplace ergonomics and injury prevention

Healthcare providers use wearable technologies in occupational health settings to:

  • Prevent workplace injuries
  • Manage chronic pain for employees
  • Improve ergonomics (physical comfort)

A study in Advanced Intelligent Systems found that implementing wearable pain management devices in the workplace can alleviate work-related pain and injuries.

By providing real-time feedback and pain management, these devices can help create safer and more comfortable work environments.

How to Choose the Right Wearable Pain Management Solution

With numerous options available, you should carefully consider several factors to select the right wearable pain management device for you.

Considerations when selecting a device

When choosing a wearable pain management solution, make note of its:

  1. Functions that help relieve your type of pain condition
  2. Device features and functionality
  3. Ease of use and comfort
  4. Battery life and portability
  5. Clinical evidence supporting its effectiveness

It’s important to consult with your healthcare provider to determine which device is best suited for your specific needs and condition.

Cost and insurance considerations

The cost of wearable pain management devices can vary widely. Consider:

While these devices may have higher upfront costs, they could lead to long-term savings in pain-related healthcare expenses. Research published in Cureus showed that despite higher upfront costs, wearable pain management devices resulted in lower overall pain-related healthcare expenses for participants.

User experience and comfort

The effectiveness of a wearable pain management device often depends on whether you use it correctly and consistently, and your comfort. Look for devices that offer:

  • Adjustable settings
  • Lightweight and discreet design
  • Easy-to-use controls

85% of the 90% of participants in a 2020 pilot study who used a device more than half of the study period reported high user satisfaction scores. This suggests that you’re more likely to use a device that’s comfortable and easy to use consistently, leading to better pain management outcomes.

Clinical validation and research

When selecting a wearable pain management device, prioritize those with strong clinical evidence that shows they’re effective. Look for:

Personalization and adaptability

Choose a device tailored to your specific needs and pain patterns. Look for features such as:

Future of Wearable Pain Management

The field of wearable pain management is rapidly evolving, with exciting developments on the horizon.

Emerging technologies

Future wearable pain management devices may incorporate:

These emerging technologies could significantly improve pain management outcomes in the coming years.

A report in Frontiers in Bioengineering and Biotechnology predicts that these emerging technologies will improve pain management outcomes.

Artificial intelligence integration

AI plays an important role in wearable pain management, offering:

For example, an automated pain recognition system using AI holds promise as an unbiased method to detect pain before, during, and after surgery.

Personalized medicine approaches

The future of wearable pain management includes highly personalized solutions, such as:

These personalized approaches could lead to significantly better health outcomes and more effective pain management strategies.

Potential for home-based pain management

Advancements in wearable technologies may lead to more comprehensive home-based pain management solutions, offering:

This shift towards home-based care can reduce hospital visits and improve the overall quality of life for chronic pain patients.

Research in Pain Therapy suggests that home-based wearable pain management devices reduce hospital visits for chronic pain.

Interdisciplinary research developments

The future of wearable pain management will likely involve collaboration across various fields, including:

This interdisciplinary approach could lead to breakthroughs in pain management, which could decrease how many people have chronic pain in the coming years.

Wearable pain management represents a promising frontier in healthcare technology. As devices become more sophisticated, personalized, and accessible, individuals suffering from chronic pain can look forward to more targeted, non-invasive relief strategies. The future of pain management is not just about treating symptoms, but understanding and addressing pain at its source.

References

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Alberts, N.M., Leisenring, W., Flynn, J.S., Whitton, J., et al. (2020). Wearable Respiratory Monitoring and Feedback for Chronic Pain in Adult Survivors of Childhood Cancer: A Feasibility Randomized Controlled Trial From the Childhood Cancer Survivor Study. JCO Clinical Cancer Informatics, 4. doi.org/10.1200/CCI.20.00070

Andrade, R., Duarte, H., Pereira, R., Lopes, I., Pereira, H., Rocha, R., & Espregueira-Mendes, J. (2016). Pulsed electromagnetic field therapy effectiveness in low back pain: A systematic review of randomized controlled trials. Porto Biomedical Journal, 1(5), 156. doi.org/10.1016/j.pbj.2016.09.001

Bara, R. O., Lee, M., Phan, T., Pacheco, M., Camargo, A. F., Kazmi, S. M., Rouzi, M. D., Modi, D., Shaib, F., & Najafi, B. (2024). Transcutaneous electrical nerve stimulation for fibromyalgia-like syndrome in patients with Long-COVID: A pilot randomized clinical trial. Scientific Reports, 14(1), 1-11. doi.org/10.1038/s41598-024-78651-5

Beyond Traditional Healing: How AI Enhances Biofeedback for Pain Management. (2023). Retrieved from https://ospinamedical.com/orthopedic-blog/beyond-traditional-healing-how-ai-enhances-biofeedback-for-pain-management

Casarin, S., Haelterman, N. A., & Machol, K. (2024). Transforming personalized chronic pain management with artificial intelligence: A commentary on the current landscape and future directions. Experimental Neurology, 382, 114980. doi.org/10.1016/j.expneurol.2024.114980

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Deswal, P. (2024). NXTSTIM’s wearable nerve stimulation device helps manage long-term pain. Clinical Trials Arena. Retrieved from https://www.clinicaltrialsarena.com/news/nxtstims-wearable-nerve-stimulation-device-helps-manage-long-term-pain/

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Objective wearable measures correlate with self-reported chronic pain levels in people with spinal cord stimulation systems. (2023). npj Digital Medicine. Retrieved from https://www.nature.com/articles/s41746-023-00892-x

Patel, V., Chesmore, A., Legner, C. M., & Pandey, S. (2022). Trends in Workplace Wearable Technologies and Connected-Worker Solutions for Next-Generation Occupational Safety, Health, and Productivity. Advanced Intelligent Systems, 4(1), 2100099. doi.org/10.1002/aisy.202100099

Rebelo, A., Martinho, D.V., Valente-dos-Santos, J. et al. (2023). From data to action: a scoping review of wearable technologies and biomechanical assessments informing injury prevention strategies in sport. BMC Sports Science, Medicine and Rehabilitation, 15, 169 doi.org/10.1186/s13102-023-00783-4

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Yamada, K., Shimizu, H., Doi, N., Harada, K., et al. (2025). Usefulness and Safety of a Wearable Transcutaneous Electrical Nerve Stimulation Device for Promoting Exercise Therapy in Patients With Chronic Knee Pain: A Randomized Controlled Trial. Archives of Physical Medicine and Rehabilitation, 106 (2), 167-176. doi: 10.1016/j.apmr.2024.08.021

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Remote Monitoring for Seniors: Ensuring Safety and Independence

Remote Monitoring for Seniors: Ensuring Safety and Independence

AI Health Tech Med Tech

As our population ages, ensuring the safety and well-being of seniors living independently has never been greater. A study by AARP shows that 77% of older adults want to age in place, making remote monitoring technologies more relevant than ever. Remote monitoring for seniors is a powerful tool that can help older adults age in place safely, and give their families and caregivers peace of mind. 

In this article, we’ll discuss the benefits and available technologies for remote monitoring for seniors, and how to implement these systems effectively.

Contents

Understanding Remote Monitoring for Seniors

Remote monitoring for seniors refers to the use of technology to track an older adult’s health, safety, and well-being from a distance. These systems allow caregivers and healthcare providers to keep an eye on seniors without being physically present, enabling quick responses to emergencies and early detection of potential health issues.

Monitoring dashboard on a desk

What are the types of remote monitoring systems?

There are several types of remote monitoring systems available for seniors:

  • Wearable devices
  • Smart home sensors

  • Video monitoring systems

  • Health tracking devices

  • Personal emergency response systems (PERS)

Each type of system serves different purposes and can be tailored to meet the specific needs of individual seniors.

Key components of an effective remote monitoring setup

An effective remote monitoring setup typically includes:

  1. Sensors or devices to collect data

  2. A central hub or gateway to process and transmit information

  3. A user interface for caregivers to access and interpret data

  4. Alert systems for emergencies or anomalies

  5. Secure data storage and transmission protocols

These components work together to create a comprehensive monitoring solution that can adapt to various care scenarios.

Benefits of Remote Senior Monitoring

Remote monitoring offers numerous advantages for both seniors and their caregivers. Let’s examine some of the key benefits.

Enhanced safety and quick emergency response

ER and urgent care entrance

One of the primary benefits of remote monitoring is improved safety for seniors. These systems can detect falls, unusual inactivity, or other emergencies and automatically alert caregivers or emergency services. 

Researchers in the UAE and the U.K. ran a study where they created a system to detect falls, and to monitor seniors and people with disabilities. The non-intrusive system uses Wi-Fi signals and AI to analyze movement patterns without cameras or wearable devices. Overall, this technology offers a promising way to improve safety and care for vulnerable populations using everyday Wi-Fi signals and smart AI analysis (Al Rajab et al., 2023).

Increased independence for seniors

Remote monitoring allows seniors to maintain their independence while still receiving necessary support. By providing a safety net, these systems give older adults the confidence to continue living in their own homes.

Reduced caregiver stress 

Older man talking to doctor on tablet - Tima Miroshnichenko
Source: Tima Miroshnichenko

For family caregivers, remote monitoring, including mobile health apps, can significantly reduce stress and anxiety (Fuller-Tyszkiewicz et al., 2020). Knowing that they can check on their loved one’s well-being at any time provides invaluable peace of mind

Cost-effectiveness compared to in-person care

Remote monitoring can be a cost-effective alternative to full-time in-person care or assisted living facilities. While initial setup costs may be significant, the long-term savings can be substantial. 

According to a report by Grand View Research, the global remote patient monitoring market is expected to reach $117.1 billion by 2025, driven in part by its cost-effectiveness. It’s expected to register a compound annual growth rate (CAGR) of 18.6% from 2024 to 2030.

Top Remote Monitoring Technologies for Seniors

Let’s explore some of the most popular and effective remote monitoring technologies available for seniors.

Wearable devices and personal emergency response systems (PERS)

Monitor attached to back of a woman's left shoulder

Wearable devices, such as smartwatches or pendants, can track vital signs, detect falls, and allow seniors to call for help with the push of a button. These devices are often waterproof and can be worn 24/7 for continuous protection.

Example: The Apple Watch Series includes fall detection and an ECG app, making it a popular choice for tech-savvy seniors.

Smart home sensors and environmental monitoring

Home video monitoring app

Smart home sensors can be placed throughout a senior’s living space to monitor movement, temperature, and other environmental factors. These sensors can detect unusual patterns that may indicate a problem.

Example: Caregiver Smart Solutions offers a system of small sensors that can be placed around the home to track daily habits and alert caregivers to changes in routine.

Video monitoring and two-way communication systems

Video monitoring systems allow caregivers to visually check in on seniors and communicate with them face-to-face. These systems are especially important for seniors with mobility issues or those who live far from family members.

Example: The GrandCare Systems platform includes video chat capabilities along with other monitoring features.

Health tracking devices and telemedicine integration

Health tracking devices can monitor vital signs, medication adherence, and other health metrics. Many of these devices integrate with telemedicine platforms, allowing healthcare providers to remotely assess a senior’s condition.

Example: The Livongo (by Teladoc Health) remote monitoring system includes a blood glucose meter and blood pressure monitor that automatically shares data with healthcare providers.

Health tracking for seniors in nursing homes

Doctor shows table to senior in blue shirt

A study published in Fusion introduced a new way to predict personal health for older people in nursing care using a model to estimate health conditions without needing special sensors. The method looks at actions in each area and combines information from different sources to make better predictions. It also uses machine learning and other smart techniques to process and combine data. 

This model works better than existing systems for tracking health without extra sensors. It could be used with wearable devices in the future to improve health monitoring for seniors (Mahmood et al., 2023).

Implementing Remote Monitoring: A Step-by-Step Guide

If you’re considering implementing a remote monitoring system for a senior loved one, follow these steps:

  1. Assess individual needs and preferences.

  2. Choose the right technology for your situation.

  3. Set up the system and ensure proper connectivity.

  4. Train seniors and caregivers on system use.

Assess individual needs and preferences

Gentleman taking his blood pressure in white shirt

Start by evaluating the senior’s specific health concerns, living situation, and personal preferences. Consider factors such as:

  • Mobility level

  • Cognitive function

  • Existing health conditions

  • Technology comfort level

  • Privacy concerns

Choose the right technology for your situation

Based on your assessment, research and select the most appropriate monitoring technology. Consider factors like:

  • Ease of use

  • Cost and ongoing fees

  • Integration with existing devices or systems

  • Customer support and reliability

Set up the system and check for proper connectivity

Blueprint and video monitoring equipment

Once you’ve chosen a system, follow these steps for setup:

  1. Install any necessary hardware or sensors.

  2. Set up the central hub or gateway.

  3. Test connectivity and ensure all components are communicating properly.

  4. Configure alert settings and user preferences.

Train seniors and caregivers 

Proper training is crucial for the success of any remote monitoring system. Be sure to:

  • Provide clear, step-by-step instructions for both seniors and caregivers.

  • Offer hands-on practice with the devices or interface.

  • Address any concerns or questions about the system.

  • Schedule follow-up training sessions as needed.

Addressing Privacy and Ethical Concerns

While remote monitoring offers many benefits, it’s essential to address privacy and ethical concerns.

security guard - credit card - shield

Balance safety with personal privacy

Striking the right balance between safety and privacy is crucial. Consider these tips:

  • Involve the senior in decisions about monitoring.

  • Use the least invasive monitoring methods that meet safety needs.

  • Establish clear boundaries for when and how monitoring will be used.

Ensure data security and protection

Protecting sensitive health data is paramount. Look for systems that offer:

  • End-to-end encryption

  • Secure cloud storage

  • Regular security updates

  • Compliance with healthcare privacy regulations (like HIPAA)

Always obtain informed consent from the senior before implementing any monitoring system:

  • Explain the purpose and functionality of the system

  • Discuss potential benefits and risks

  • Address any concerns or questions

  • Respect the senior’s right to refuse or limit monitoring

The field of remote senior monitoring is rapidly evolving. 

AI and predictive analytics

AI-powered systems can analyze data from multiple sources to predict potential health issues before they become serious. For example, researchers at the University of Missouri developed a system that uses AI to detect early signs of illness in seniors based on changes in their daily routines.

Integration with smart home ecosystems

Smart home app on tablet red gold

As smart home technology becomes more prevalent, remote monitoring systems are getting easier to integrate with these ecosystems. This allows more comprehensive monitoring and easier control of the home environment.

Advancements in non-invasive health monitoring

New technologies allow us to monitor health metrics without the need for wearable devices or invasive procedures. For instance, researchers at MIT developed a wireless device that can monitor sleep patterns and detect abnormalities without any physical contact.

Remote monitoring for seniors is a rapidly growing field that offers significant benefits for both older adults and their caregivers. By enhancing safety, promoting independence, and providing peace of mind, these technologies are helping seniors age in place with dignity and confidence. 

Before you choose a remote monitoring system, remember to carefully assess individual needs, involve your senior family members in the decision-making process, choose appropriate technology, and address privacy concerns. 

With the right approach, remote monitoring can be a valuable tool to support our elderly loved ones with the care they need while respecting their autonomy. 

References

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Binette, J. & Fanni, F. (2021). 2021 Home and Community Preference Survey: A National Survey of Adults Age 18-Plus. Washington, DC: AARP Research. doi.org/10.26419/res.00479.001

Diabetes made easier at no cost to you. (n.d.). Livongo. Retrieved from https://www.livongo.com/diabetes

Fuller-Tyszkiewicz, M., Richardson, B., Little, K., Teague, S., Hartley-Clark, L., Capic, T., Khor, S., Cummins, R. A., Olsson, C. A., & Hutchinson, D. (2020). Efficacy of a Smartphone App Intervention for Reducing Caregiver Stress: Randomized Controlled Trial. Journal of Medical Internet Research Mental Health; 7(7). doi.org/10.2196/17541

Grand View Research. (2024). Remote Patient Monitoring Market Size, Share & Trends Analysis Report By Product (Vital Sign Monitor, Specialized Monitor), By End-use (Hospital Based Patient, Ambulatory Patient), By Application, By Region, And Segment Forecasts, 2024 – 2030. Retrieved from https://www.grandviewresearch.com/industry-analysis/remote-patient-monitoring-devices-market

Ham, B. (2020). Wireless device captures sleep data without using cameras or body sensors. MIT News. Retrieved from https://news.mit.edu/2020/monitoring-sleep-sensors-0911

Herd, R. (2024). Technology Tips for Caregivers: How to Use Monitoring Systems for Peace of Mind. Caregiver Smart Solutions. Retrieved from https://www.caregiversmartsolutions.com/post/technology-tips-for-caregivers-how-to-use-monitoring-systems-for-peace-of-mind

How GrandCare Works. (n.d.). GrandCare Systems. Retrieved from https://www.grandcare.com/how-it-works/

Ianzito, C. (2020). Remote Monitoring Systems Can Give Caregivers Peace of Mind. AARP. Retrieved from https://www.aarp.org/caregiving/home-care/info-2020/ces-caregiving-products.html

Mahmood, H., Faleh, H., Khalid, R., & Al-Kikani, S. (2023). Physical Activity Monitoring for Older Adults through IoT and Wearable Devices: Leveraging Data Fusion Techniques. Fusion: Practice and Applications; 11(2), pp. 48-61. doi.org/10.54216/FPA.110204

Rice, S. (2016). Sensor Systems Identify Senior Citizens at Risk of Falling Within Three Weeks. University of Missouri. Retrieved from https://www.eldertech.missouri.edu/sensor-systems-identify-senior-citizens-at-risk-of-falling-within-three-weeks/