Computational Molecular Biology 2025, Vol.15, No.1, 13-25 http://bioscipublisher.com/index.php/cmb 17 analyze trends, adjust treatments, and offer guidance remotely. Studies on internet-based health management systems have demonstrated that these tools significantly improve patient outcomes by promoting adherence to treatment and identifying issues before they escalate (Han et al., 2022). Additionally, the platform’s real-time feedback mechanisms create a more proactive healthcare environment, where patients can respond immediately to changes in their health data. By involving patients in monitoring their own metrics, the platform not only increases patients' engagement in their health but also enables healthcare providers to deliver timely care without requiring physical visits. This continuous monitoring approach has been shown to reduce emergency department visits and improve overall treatment effectiveness in chronic disease management. For example, studies indicate that patients using health monitoring platforms experience fewer health complications, demonstrating the platform’s value in maintaining health stability and improving clinical outcomes (Figure 1) (Yang et al., 2020; Liu et al., 2023). Figure 1 Illustrates the technical roadmap of the ‘Internet Plus Medical’ health management service model (Adopted from Yang et al., 2020) 4.3 Improving patient quality of life and satisfaction Improving quality of life and patient satisfaction is a core objective of the ‘Internet Plus’ continuous care platform, particularly for individuals managing chronic conditions that significantly impact daily living. By offering continuous support, accessible healthcare resources, and self-management tools, the platform alleviates some of the physical, emotional, and logistical challenges faced by chronic disease patients. For instance, the platform’s flexibility allows patients to engage with healthcare providers remotely, reducing the need for frequent in-person
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