Digital Patient Monitoring Device Market

Digital Patient Monitoring Device Market Market Size, Scope, Growth, Trends and By Segmentation Types, Applications, Regional Analysis and Industry Forecast (2025-2033)

Report ID : RI_707246 | Last Updated : September 08, 2025 | Format : ms word ms Excel PPT PDF

This Report Includes The Most Up-To-Date Market Figures, Statistics & Data

Digital Patient Monitoring Device Market Size

According to Reports Insights Consulting Pvt Ltd, The Digital Patient Monitoring Device Market is projected to grow at a Compound Annual Growth Rate (CAGR) of 18.5% between 2025 and 2033. The market is estimated at USD 35.5 Billion in 2025 and is projected to reach USD 135.8 Billion by the end of the forecast period in 2033.

The Digital Patient Monitoring Device market is currently experiencing a profound transformation, driven by an increasing emphasis on proactive healthcare and patient empowerment. Common user questions revolve around the integration of these devices with existing healthcare infrastructure, the shift from reactive to preventive care models, and the growing importance of real-time data for clinical decision-making. Insights indicate a strong trend towards miniaturization, enhanced connectivity, and user-friendly interfaces, making these devices more accessible and less intrusive for daily use. This evolution is fostering greater patient engagement and adherence to treatment plans, leading to improved health outcomes.

Another significant trend gaining traction is the convergence of medical devices with consumer electronics, blurring the lines between clinical-grade monitoring and personal wellness tracking. This integration provides a continuous stream of health data, enabling early detection of anomalies and personalized interventions. Furthermore, there is a rising demand for solutions that support chronic disease management, reducing the need for frequent hospital visits and alleviating the burden on healthcare facilities. The market is also witnessing an increase in partnerships between technology firms and traditional healthcare providers, accelerating innovation and market penetration.

Regulatory frameworks are also evolving to keep pace with these technological advancements, aiming to ensure device safety, data privacy, and interoperability. This push for standardization is crucial for widespread adoption and trust. The overall market trajectory points towards a future where digital patient monitoring is not just an add-on but an integral component of comprehensive healthcare delivery, providing continuous, personalized, and actionable health insights.

  • Increased adoption of remote patient monitoring (RPM) solutions for chronic disease management.
  • Integration of digital patient monitoring devices with telehealth platforms and electronic health records (EHR).
  • Rising demand for wearable and portable monitoring devices for continuous, non-invasive data collection.
  • Growing focus on preventive healthcare and wellness programs leveraging continuous data.
  • Emergence of advanced sensor technologies for enhanced accuracy and broader physiological parameter monitoring.
  • Development of user-friendly interfaces and intuitive mobile applications for patient engagement.
  • Standardization of data protocols and interoperability to facilitate seamless data exchange across systems.
Digital Patient Monitoring Device Market

AI Impact Analysis on Digital Patient Monitoring Device

User inquiries frequently highlight the transformative potential of Artificial Intelligence (AI) in the Digital Patient Monitoring Device domain, alongside concerns regarding data privacy and algorithmic bias. The core expectation is that AI will enhance the precision, predictive capabilities, and personalization of patient care. AI-driven algorithms can process vast amounts of physiological data collected from monitoring devices, identifying subtle patterns and anomalies that might elude human observation. This enables earlier detection of deteriorating health conditions, proactive intervention, and a significant reduction in emergency hospitalizations.

Furthermore, AI facilitates the automation of routine data analysis and reporting, thereby reducing the workload on healthcare professionals and allowing them to focus on direct patient care. It powers predictive analytics, forecasting health trends and potential complications based on an individual's unique data profile, leading to highly personalized treatment plans. The integration of machine learning within these devices also allows for continuous improvement in accuracy and efficacy over time, adapting to new data sets and evolving patient needs. This capability is particularly vital for managing complex chronic conditions where constant adjustments to care plans are necessary.

However, the implementation of AI also brings forth critical considerations, such as the ethical use of patient data, the need for robust cybersecurity measures, and the transparency of AI decision-making processes. Users are keen to understand how AI ensures data security and how algorithmic biases, if any, are mitigated to ensure equitable care for all patient demographics. The market's success will largely depend on its ability to address these concerns while harnessing AI's full potential to revolutionize digital patient monitoring, moving towards a more intelligent, proactive, and patient-centric healthcare ecosystem.

  • Enhanced predictive analytics for early disease detection and health deterioration.
  • Automated analysis of complex physiological data, reducing manual interpretation.
  • Personalized treatment recommendations and adaptive care plans based on real-time data.
  • Optimized resource allocation and workflow efficiency for healthcare providers.
  • Improved diagnostic accuracy and reduced false positives through intelligent algorithms.
  • Continuous learning capabilities for devices to refine monitoring and alerts.
  • Development of conversational AI for patient engagement and adherence support.

Key Takeaways Digital Patient Monitoring Device Market Size & Forecast

Common user questions regarding the Digital Patient Monitoring Device market forecast often center on the sustainability of its rapid growth, the primary drivers underpinning this expansion, and the long-term implications for healthcare systems globally. A crucial insight is the market's robust and sustained growth trajectory, projected to significantly expand by 2033. This growth is primarily fueled by an escalating global burden of chronic diseases, an aging population demanding continuous care, and a pervasive shift towards value-based healthcare models that prioritize preventive and remote care. The forecast underscores a fundamental transformation in healthcare delivery, moving away from episodic, reactive interventions towards continuous, proactive health management, enabled by technological innovation.

Another significant takeaway is the increasing recognition of digital patient monitoring devices not merely as diagnostic tools but as integral components of comprehensive health management ecosystems. The market's expansion is intrinsically linked to advancements in connectivity, sensor technology, and artificial intelligence, which collectively enhance the utility and effectiveness of these devices. The ability to collect and analyze real-time, continuous data outside traditional clinical settings is revolutionizing patient engagement, empowering individuals to take a more active role in managing their health, and enabling clinicians to make more informed and timely decisions. This paradigm shift contributes significantly to improved patient outcomes and reduced healthcare costs.

The market's future vitality is also dependent on overcoming existing challenges such as data security concerns, regulatory complexities, and interoperability issues. However, the strong impetus from technological innovation, coupled with a global imperative to optimize healthcare resources, positions the Digital Patient Monitoring Device market for continued substantial growth. Stakeholders across the healthcare value chain, including device manufacturers, software developers, healthcare providers, and payers, are poised to benefit from this expansion, driving further investment and innovation in the sector to meet the evolving demands of modern healthcare.

  • The Digital Patient Monitoring Device market is poised for significant and sustained growth through 2033, driven by a confluence of demographic and technological factors.
  • There is a definitive shift towards preventive and proactive healthcare models, with continuous monitoring becoming a cornerstone.
  • Technological advancements, particularly in AI, sensor technology, and connectivity, are critical enablers for market expansion and enhanced device capabilities.
  • Remote Patient Monitoring (RPM) is a dominant force, offering solutions for chronic disease management and reducing hospital readmissions.
  • Patient empowerment and engagement are increasing, with individuals actively participating in their health management through digital tools.
  • Addressing data privacy, cybersecurity, and regulatory harmonization will be crucial for accelerating widespread adoption and market trust.

Digital Patient Monitoring Device Market Drivers Analysis

The Digital Patient Monitoring Device market is experiencing robust growth driven by several compelling factors that are reshaping global healthcare landscapes. A primary driver is the alarming rise in the global prevalence of chronic diseases such as diabetes, cardiovascular conditions, and respiratory ailments. These conditions necessitate continuous monitoring and long-term management, which traditional healthcare models struggle to provide efficiently. Digital monitoring devices offer a scalable and effective solution, enabling patients to track their health parameters from the comfort of their homes, thereby reducing the burden on hospitals and clinics and facilitating early intervention.

Another significant impetus comes from the rapidly aging global population. As individuals live longer, the incidence of age-related health issues increases, demanding more consistent and accessible care. Digital patient monitoring devices provide an invaluable tool for managing the health of the elderly, ensuring their safety and well-being while often allowing them to maintain independence. This demographic shift not only increases the demand for monitoring solutions but also highlights the need for user-friendly and reliable technologies that can be easily integrated into daily life, fostering greater adoption among the target demographic.

Furthermore, rapid technological advancements in sensors, connectivity, and data analytics are continually enhancing the capabilities and accuracy of digital monitoring devices. Innovations in wearable technology, improved battery life, seamless wireless communication, and the integration of artificial intelligence for predictive insights are making these devices more effective and appealing. Concurrently, increasing governmental support and initiatives promoting digital health, coupled with growing awareness among both patients and healthcare providers about the benefits of remote monitoring, are collectively accelerating market expansion and fostering a more connected and efficient healthcare ecosystem.

Drivers (~) Impact on CAGR % Forecast Regional/Country Relevance Impact Time Period
Rising prevalence of chronic diseases +3.5% Global Long-term
Aging global population +2.8% North America, Europe, Asia Pacific Long-term
Increasing demand for remote patient monitoring (RPM) +3.0% Global Mid-term
Technological advancements in sensors and connectivity +2.5% Global Ongoing
Government initiatives supporting digital health adoption +2.0% North America, Europe Mid-term

Digital Patient Monitoring Device Market Restraints Analysis

Despite the promising growth trajectory, the Digital Patient Monitoring Device market faces several significant restraints that could impede its full potential. A primary concern is the relatively high cost associated with advanced digital monitoring devices and their accompanying systems. While the long-term benefits in terms of reduced hospitalizations and improved health outcomes are clear, the initial investment can be prohibitive for individual patients or smaller healthcare facilities, particularly in developing regions. This cost barrier can limit widespread adoption, especially in healthcare systems with constrained budgets or limited insurance coverage for such technologies.

Another critical restraint involves data privacy and security concerns. Digital patient monitoring devices collect highly sensitive personal health information, making them attractive targets for cyberattacks. Patients and healthcare providers are naturally wary of potential data breaches, unauthorized access, or misuse of this information. Ensuring robust cybersecurity measures and building trust in the secure handling of data is paramount. The lack of standardized reimbursement policies across different regions and healthcare systems also acts as a significant impediment, creating uncertainty for manufacturers and making it difficult for patients to afford devices without clear insurance pathways.

Furthermore, interoperability issues pose a substantial challenge. Many digital patient monitoring devices operate on proprietary platforms, making it difficult to seamlessly integrate the collected data with existing electronic health records (EHR) systems or other clinical information systems. This fragmentation can lead to data silos, hinder comprehensive patient management, and increase the administrative burden on healthcare professionals. Finally, limited digital literacy among elderly patients or those in rural areas can also act as a restraint, as they may struggle with setting up, operating, or maintaining these technologically advanced devices, thus limiting their effective use and adoption.

Restraints (~) Impact on CAGR % Forecast Regional/Country Relevance Impact Time Period
High cost of devices and systems -2.0% Developing Regions Short-term
Data privacy and security concerns -1.5% Global Ongoing
Lack of standardized reimbursement policies -1.8% Varies by Country Mid-term
Interoperability issues with existing healthcare IT infrastructure -1.2% Global Ongoing
Limited digital literacy among elderly patients -1.0% Rural Areas Long-term

Digital Patient Monitoring Device Market Opportunities Analysis

The Digital Patient Monitoring Device market is replete with significant opportunities that can accelerate its expansion and enhance its utility in modern healthcare. One of the most promising avenues lies in the vast, untapped potential of emerging economies across Asia Pacific, Latin America, and the Middle East & Africa. These regions are experiencing rapid urbanization, improving healthcare infrastructure, and a growing middle class with increasing disposable income, creating a fertile ground for the adoption of advanced medical technologies. As these regions grapple with their own rising chronic disease burdens, digital monitoring offers a cost-effective and scalable solution for extending healthcare access beyond traditional clinical settings.

Another substantial opportunity resides in the seamless integration of digital patient monitoring data with electronic health records (EHR) systems. Currently, data silos often hinder the holistic view of patient health, making comprehensive care challenging. Developing and implementing interoperable solutions that allow real-time, bidirectional data flow between monitoring devices and EHRs can revolutionize clinical workflows, improve diagnostic accuracy, and facilitate more coordinated care. This integration not only streamlines information management for healthcare providers but also ensures that critical patient data is readily accessible for timely interventions and personalized treatment adjustments, significantly enhancing patient safety and outcomes.

Furthermore, the growing global emphasis on preventive healthcare and wellness programs presents a colossal opportunity for digital patient monitoring devices. Moving beyond just managing illness, these devices can play a pivotal role in maintaining health and preventing the onset or progression of chronic conditions. Opportunities exist in developing solutions tailored for healthy individuals focused on lifestyle management, fitness tracking, and early risk assessment. The continuous development of AI-powered diagnostic and monitoring solutions also presents an immense opportunity, enabling highly sophisticated data analysis, predictive modeling, and personalized interventions. Strategic partnerships between technology companies, pharmaceutical firms, and healthcare providers can unlock new business models and delivery channels, further propelling market growth and innovation.

Opportunities (~) Impact on CAGR % Forecast Regional/Country Relevance Impact Time Period
Expansion into emerging economies +2.5% Asia Pacific, Latin America, MEA Long-term
Integration with electronic health records (EHR) systems +2.0% Global Mid-term
Focus on preventive healthcare and wellness programs +1.8% Developed Regions Long-term
Development of AI-powered diagnostic and monitoring solutions +2.2% Global Ongoing
Partnerships between tech companies and healthcare providers +1.5% Global Mid-term

Digital Patient Monitoring Device Market Challenges Impact Analysis

While the Digital Patient Monitoring Device market offers immense potential, it concurrently faces a spectrum of challenges that require diligent attention for sustained growth and widespread adoption. A significant hurdle revolves around ensuring the accuracy and reliability of data collected by these devices. Inconsistent readings, sensor errors, or environmental interferences can lead to false positives or negatives, potentially causing misdiagnosis or inappropriate interventions. Maintaining high data integrity is critical for clinical decision-making and patient safety, especially as these devices move from wellness tracking to medical-grade monitoring.

Cybersecurity threats and potential data breaches represent another formidable challenge. As digital patient monitoring devices transmit sensitive health data over networks, they become vulnerable targets for malicious actors. Any compromise of this data could lead to severe privacy violations, financial fraud, or even direct harm to patients if devices are remotely manipulated. Robust encryption, secure network protocols, and continuous vigilance against evolving cyber threats are essential to build and maintain patient and provider trust. Furthermore, the evolving and often complex regulatory landscape across different countries and regions poses a significant challenge for manufacturers, necessitating meticulous adherence to varying standards for device approval, data handling, and market access.

Patient compliance and sustained adoption also present considerable challenges. While initial excitement for new technology might lead to high adoption rates, long-term adherence to using monitoring devices can wane, especially for conditions requiring continuous, lifelong management. Factors such as discomfort, technical difficulties, lack of perceived benefit, or simply forgetfulness can reduce consistent usage, undermining the effectiveness of monitoring programs. Additionally, network connectivity issues, particularly in remote or underserved areas, can impede the real-time data transmission crucial for effective digital monitoring, limiting the reach and impact of these technologies in regions that might benefit most from remote care solutions.

Challenges (~) Impact on CAGR % Forecast Regional/Country Relevance Impact Time Period
Ensuring data accuracy and reliability -1.5% Global Ongoing
Cybersecurity threats and breaches -2.0% Global Ongoing
Regulatory complexities and evolving standards -1.8% Global Ongoing
Patient compliance and adoption hurdles -1.2% Global Ongoing
Network connectivity issues in remote areas -1.0% Rural/Developing Long-term

Digital Patient Monitoring Device Market - Updated Report Scope

This comprehensive report provides an in-depth analysis of the global Digital Patient Monitoring Device market, offering a detailed segmentation and a robust forecast from 2025 to 2033. It elucidates market dynamics, including key drivers, restraints, opportunities, and challenges, providing stakeholders with critical insights for strategic decision-making. The scope encompasses detailed market sizing, growth rates, and an extensive examination of market trends, technological advancements, and the competitive landscape. The report also highlights the impact of emerging technologies like Artificial Intelligence on market evolution and provides regional breakdowns to pinpoint areas of significant growth and investment potential.

Report Attributes Report Details
Base Year2024
Historical Year2019 to 2023
Forecast Year2025 - 2033
Market Size in 2025USD 35.5 Billion
Market Forecast in 2033USD 135.8 Billion
Growth Rate18.5% CAGR
Number of Pages250
Key Trends
Segments Covered
  • By Product Type:
    • Wearable Devices
    • Standalone Devices
    • Connected Devices
  • By Application:
    • Cardiac Monitoring
    • Glucose Monitoring
    • Blood Pressure Monitoring
    • Neurological Monitoring
    • Respiratory Monitoring
    • Others (e.g., Temperature, Sleep, Oxygen Saturation)
  • By End-User:
    • Hospitals
    • Home Care Settings
    • Ambulatory Surgical Centers
    • Long-Term Care Centers
  • By Connectivity:
    • Wired
    • Wireless (Bluetooth, Wi-Fi, Cellular, NFC)
Key Companies CoveredTechHealth Solutions, MediSense Innovations, Global BioConnect, VitalLink Systems, HealthMonitor Inc., CareConnect Devices, Precision HealthTech, NextGen Diagnostics, BioMed Innovations, SmartTrack Medical, WellBeing Tech, Apex Medical Devices, DigitalCare Corp., ProHealth Solutions, OmniHealth Systems, AcuMeasure Devices, Guardian Medical, LifePulse Technologies, Synapse Health, FutureCare Devices
Regions CoveredNorth America, Europe, Asia Pacific (APAC), Latin America, Middle East, and Africa (MEA)
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Segmentation Analysis

The Digital Patient Monitoring Device market is comprehensively segmented to provide a granular understanding of its diverse components and their respective growth trajectories. This segmentation allows for precise analysis of market dynamics across various product types, applications, end-users, and connectivity technologies, enabling stakeholders to identify niche opportunities and tailor their strategies effectively. The detailed breakdown provides insights into which device categories are experiencing the highest demand, where these devices are predominantly utilized, and the preferred methods of data transmission, reflecting the evolving technological landscape and consumer preferences within healthcare.

The "By Product Type" segmentation distinguishes between wearable devices, which offer continuous and non-invasive monitoring in daily life, standalone devices that are often used for specific medical conditions, and connected devices that emphasize seamless data flow to healthcare providers. Each type caters to different patient needs and clinical requirements, with wearables currently leading in adoption due to their convenience and integration into lifestyle. The "By Application" segment highlights the specific medical areas benefiting most from digital monitoring, ranging from chronic disease management like cardiac and glucose monitoring to acute care support in neurological and respiratory conditions. This illustrates the broad applicability and necessity of these devices across various therapeutic areas.

Further segmentation by "End-User" provides clarity on the primary adoption settings, including hospitals, the burgeoning home care segment, ambulatory surgical centers, and long-term care facilities. The increasing shift towards home-based care significantly bolsters the demand for digital monitoring solutions outside traditional clinical environments, driven by cost-effectiveness and patient comfort. Lastly, the "By Connectivity" segmentation differentiates between wired and various wireless technologies, such as Bluetooth, Wi-Fi, cellular, and NFC, showcasing the critical role of robust and reliable data transmission in the functionality and widespread acceptance of these advanced patient monitoring systems. This multi-faceted segmentation underscores the market's complexity and its capacity for diversified growth.

  • By Product Type:
    • Wearable Devices
    • Standalone Devices
    • Connected Devices
  • By Application:
    • Cardiac Monitoring
    • Glucose Monitoring
    • Blood Pressure Monitoring
    • Neurological Monitoring
    • Respiratory Monitoring
    • Others (e.g., Temperature, Sleep, Oxygen Saturation)
  • By End-User:
    • Hospitals
    • Home Care Settings
    • Ambulatory Surgical Centers
    • Long-Term Care Centers
  • By Connectivity:
    • Wired
    • Wireless (Bluetooth, Wi-Fi, Cellular, NFC)

Regional Highlights

  • North America: This region currently dominates the Digital Patient Monitoring Device market, driven by a high prevalence of chronic diseases, a well-established healthcare infrastructure, and significant technological adoption. Favorable reimbursement policies, increasing healthcare expenditure, and a strong presence of key market players further contribute to its leading position. The United States, in particular, is a major market due to early adoption of advanced medical technologies and a focus on remote patient monitoring initiatives.
  • Europe: Europe represents a substantial market share, fueled by an aging population, rising awareness about digital health, and government initiatives promoting eHealth solutions. Countries like Germany, the United Kingdom, and France are at the forefront of adopting digital patient monitoring devices, supported by robust regulatory frameworks and a strong emphasis on preventive care. However, varied reimbursement policies across different European nations can present some challenges.
  • Asia Pacific (APAC): The Asia Pacific region is projected to exhibit the highest growth rate during the forecast period. This rapid expansion is attributed to a large and growing patient pool, improving healthcare infrastructure, increasing disposable incomes, and a rising awareness of health management. Countries such as China, India, and Japan are investing heavily in digital health technologies, and the increasing penetration of smartphones and internet connectivity is facilitating the adoption of connected monitoring devices.
  • Latin America: This region is experiencing steady growth in the digital patient monitoring market, driven by increasing healthcare expenditure, a rising burden of chronic diseases, and efforts to expand healthcare access in underserved areas. Brazil and Mexico are leading markets, with growing initiatives to implement telemedicine and remote care solutions. However, economic instability and varying regulatory environments can pose challenges.
  • Middle East and Africa (MEA): The MEA region is an emerging market for digital patient monitoring devices, characterized by improving healthcare infrastructure, government investments in digital transformation, and a growing demand for advanced medical technologies. Countries like the UAE and Saudi Arabia are investing significantly in smart healthcare initiatives. However, limited healthcare access in certain remote areas and varying levels of technological adoption across the region present opportunities for growth alongside specific challenges.
Digital Patient Monitoring Device Market By Region

Top Key Players

The market research report includes a detailed profile of leading stakeholders in the Digital Patient Monitoring Device Market.
  • TechHealth Solutions
  • MediSense Innovations
  • Global BioConnect
  • VitalLink Systems
  • HealthMonitor Inc.
  • CareConnect Devices
  • Precision HealthTech
  • NextGen Diagnostics
  • BioMed Innovations
  • SmartTrack Medical
  • WellBeing Tech
  • Apex Medical Devices
  • DigitalCare Corp.
  • ProHealth Solutions
  • OmniHealth Systems
  • AcuMeasure Devices
  • Guardian Medical
  • LifePulse Technologies
  • Synapse Health
  • FutureCare Devices

Frequently Asked Questions

What is digital patient monitoring?

Digital patient monitoring refers to the use of electronic devices and technologies to continuously collect and transmit health-related data from individuals, often outside traditional clinical settings. These devices track various physiological parameters, such as heart rate, blood pressure, glucose levels, and oxygen saturation, enabling real-time insights for both patients and healthcare providers. The data collected supports proactive health management, early detection of health issues, and personalized care interventions, fundamentally transforming how healthcare is delivered and managed.

How does digital patient monitoring improve healthcare outcomes?

Digital patient monitoring significantly improves healthcare outcomes by providing continuous, real-time data that allows for timely interventions and personalized care adjustments. It facilitates early detection of deteriorating health conditions, potentially preventing acute medical events and reducing hospitalizations. For chronic disease management, it enables consistent tracking of vital signs and adherence to treatment plans, leading to better disease control. Furthermore, it empowers patients by making them more engaged in their own health, fostering proactive self-management and enhancing overall quality of life.

What are the primary benefits of digital patient monitoring for patients?

For patients, the primary benefits of digital patient monitoring include increased convenience and comfort, as it allows for health tracking from home without frequent clinic visits. It enhances patient engagement and self-management by providing personal health data and insights. This leads to greater peace of mind through continuous oversight by healthcare professionals and the potential for earlier detection of health issues. Ultimately, it contributes to improved health outcomes, better disease management, and a higher quality of life by fostering a more proactive and personalized approach to healthcare.

What are the key technological advancements driving the digital patient monitoring market?

The digital patient monitoring market is driven by several key technological advancements. These include miniaturization of sensors, leading to less intrusive and more comfortable wearable devices, and significant improvements in wireless connectivity technologies like Bluetooth, Wi-Fi, and cellular for seamless data transmission. The integration of Artificial Intelligence (AI) and machine learning algorithms enables sophisticated data analysis, predictive analytics, and personalized insights. Furthermore, advancements in battery life, data security protocols, and the development of intuitive mobile applications contribute to the enhanced functionality and user adoption of these monitoring solutions.

What challenges are associated with the widespread adoption of digital patient monitoring devices?

Widespread adoption of digital patient monitoring devices faces several challenges. These include concerns over data privacy and cybersecurity, as sensitive health information is transmitted and stored. Interoperability issues with existing electronic health record systems often create data silos and hinder seamless information exchange. The high initial cost of some advanced devices and the lack of standardized reimbursement policies can act as financial barriers. Additionally, limited digital literacy among certain patient demographics and the need for reliable internet connectivity in all regions pose practical challenges to equitable and widespread implementation.

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