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Artificial Intelligence in Health                                Optimized clustering in medical app detection



            survey by Accenture Consultants revealed that downloads   on accessed data. Some of these mobile apps are presented
            of health-care apps have doubled over the past couple of   in Table 1.
            years. As of early 2020, the Apple App Store had 2.2 million
            apps available for download, whereas the Google Play   3.2. Risk of using medical apps
            Store had 2.8 million apps available. Interestingly, among   While medical apps provide numerous benefits, their use
            them, there are more than 97,000 health and fitness apps   involves significant risk factors, leading many medical
            available for download on mobile or  tablet devices. In   practitioners to remain reluctant about adopting them.
            recent times, the health-care setting has undergone drastic   Mobile medical apps used in health-care settings must be
            positive changes due to the rapid rise of health-care apps   accurate and  reliable,  as  critical decisions  by HCPs and
            on mobile devices. The adoption of mobile devices by   patients are often based on the information from these
            health-care professionals (HCPs) has transformed many   apps. Several medical apps have been found to compromise
            facets of clinical practice. Health-care apps have been the   patient safety, proving dangerous for clinical use. For
            vital forerunner for surpassing and backing the condition   instance, apps designed for opioid dosage conversion
            of the health-care trade. Medical health-care apps provide   or melanoma detection have shown dangerously low
            many benefits for HCPs, such as increased access to point-  accuracy, 14,15  whereas several other health-care apps fail to
            of-care tools that enhance patient care and facilitate rapid   adhere to evidence-based guidelines. 16,17
            and  precise  clinical  decision-making.  Today,  numerous   These risks underscore the need for increased regulation
            apps are available to assist HCPs with important tasks,   before medical apps are used in clinical practice. 18-20  For
            such as accessing, retrieving, monitoring, and managing   instance, the ArogyaSetu app was developed in India during
            patient data; maintaining records; communicating   the COVID-19 pandemic to spread awareness and connect
            with patients; facilitating clinical decision-making; and   people in India with essential COVID-19-related health
            providing medical training and education. Thus, these   services. The app collected user location data and cross-
            mobile apps enable doctors, nurses, and other health-  referenced it with the Indian Council of Medical Research
            care workers to communicate easily with patients and   database to alert users about close proximity to infected
            access  necessary  data.  It  can  also  simplify  coordination   individuals. However, Indian security officials identified
            between departments, labs, and staff, irrespective of their   that hackers had developed a fake ArogyaSetu app to steal
            physical location. Doctors can communicate directly   information, targeting Indian defense forces. These hackers
            with patients, make informed decisions on diagnoses and   impersonated the Indian government, sending emails
            treatments, and promptly prescribe medications. Health-  containing malware to victims. The malware included
            care apps contribute to improved health outcomes through   bogus health advisories on coronavirus, which, when
            customization, increased access to health-care, secure and   clicked, allowed hackers to access sensitive information
            streamlined clinical communication between providers   such as passwords, credit card information, and location
            and patients, cost reduction, time savings, 24/7 service   data from users’ browsers without their knowledge. Thus,
            availability, and improved hospital workflow management   contact lists or any other sensitive information stored on
            (Figure 1).                                        the device could be accessed by hostile hackers.
              The present-day mobile health-care apps include    People seeking information about diabetes and
            interoperable  platforms,  secure  bi-directional  other conditions could be at risk of having their private
            communication, and patient-provider interactivity based   information stolen and their privacy invaded by cyber



















                                       Figure 1. Picturization of mobile apps and their interactions

            Volume 1 Issue 4 (2024)                         19                               doi: 10.36922/aih.2585
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