Imran, Iqbal, N., Ahmad, S., & Kim, D. H. (2021). Health monitoring system for elderly patients using intelligent task mapping mechanism in closed loop healthcare environment. Symmetry13(2), 357. https://doi.org/10.3390/sym13020357

The piece of writing talks about how populations getting older affect socioeconomic systems and how resources for health monitoring are becoming more and more important. It draws attention to how the Internet of Things (IoT) might be utilized to monitor health, particularly for elderly people. A suggested architecture for tracking geriatric patient health in a closed-loop Internet of Medical Things system is presented in this research. The system, created as a case study, uses wearable biomedical sensors to detect measures including the temperature of the body, heart rate, glucose levels in the blood, and patient body positioning in order to monitor the wellness of patients in a variety of contexts, such as residences, ambulances, and hospitals. When deteriorating illnesses are identified, quicker treatments are possible because anomalies in health data are identified via the use of heuristic and machine learning-based techniques. The suggested architecture’s functionality in terms of round trip time, trustworthiness, task drop rate, and latency is assessed in the study, which shows how dependable and successful it is for crucial activities in IoT healthcare applications (Imran et al., 2021).  

Leonardi, L., Lo Bello, L., Patti, G., & Ragusa, O. (2021). A network architecture and routing protocol for the MEDIcal WARNing system. Journal of Sensor and Actuator Networks10(3), 44. https://doi.org/10.3390/jsan10030044   

For hospitalized patients receiving pre-intensive care, the MEDIcal WARNING (MEDIWARN) system continuously tracks key performance indicators. In units without an Ethernet infrastructure, gathering information is made simple with the use of a wireless network. The MultiPath Routing Protocol for MEDIWARN (MP-RPM) is a novel algorithm for routing that is part of the MEDIWARN communication system, which is introduced in this article along with its network creation. In order to decrease network overhead and enable dependable, low-latency data transfer over a dynamic internet, MP-RPM was developed. An experimental investigation into MEDIWARN’s use in a real-world case study is included in the paper. Additionally, it evaluates MP-RPM performance in comparison to two popular routing protocols, Destination-Sequenced Distance-Vector Routing (DSDV) and Ad-hoc On-demand Distance Vector (AODV), considering timeliness and dependability into considerations. With effective wireless exchange of information and sophisticated routing protocols, the MEDIWARN system improves clinical teams’ comprehension of patients’ scenarios and permits prompt reactions to changes in their psychological state (Leonardi et al., 2021).

Joshi, M., Ashrafian, H., Aufegger, L., Khan, S., Arora, S., Cooke, G., & Darzi, A. (2019). Wearable sensors to improve detection of patient deterioration. Expert Review of Medical Devices16(2), 145–154. https://doi.org/10.1080/17434440.2019.1563480 The article demonstrates how monitoring vital signs is a critical component of medical treatment that may help detect individuals who have become ill as well as enhance their results. There is still the possibility that hospital wards would overlook patient deterioration regardless of the use of paper-based track and trigger warning assessments for clinical assessment and monitoring operations. Wearable sensor technology is a possible way to deal with this particular issue. The ability to continually and in real-time monitor many vital signs of ward patients has been made feasible by the invention of lightweight, wireless sensors for clothing. By giving healthcare professionals rapid and reliable data for identifying and reacting to changes in a patient’s condition, portable technology is seen as a major step in improving patient care and lowering the risk of patients slipping through the security barrier (Joshi et al., 2019).

NURS FPX 4020 Assessment 4:Conclusion

In summary, the enhancement of the plan toolkit mentioned above provides a thorough method of tackling the vital issue of delayed responses to deteriorating patient scenarios in the medical field. Through the integration of discoveries from many research examinations, we have emphasized the worth of executing efficient frameworks, augmenting awareness of circumstances, and using innovative technology inside healthcare environments. Lowering fatality rates, raising overall service regulations, and ensuring patient safety may all be achieved by introducing these tactics into


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