APPLICATION OF BIG DATA MANEGEMENT TO MONITOR BACTERIA SPREAD IN HOSPITAL
Main Article Content
Abstract
Background: Managing and minimizing the spread of bacteria in hospitals can reduce mortality risk, length of hospital stays and treatment costs. Objectives: To use data from the hospital inpatient management system. Materials and methods: To summarize trends and frequencies of new bacterial strains in the hospital. Results: The frequency of infections was presented for the entire hospital, for treatment departments, for bacterial phenotypes. Additionally, software was developed to model the predicted weekly incidence based on factors: the treatment department, average number of patients per week, cumulative treatment days per week and cumulative mechanical ventilation days per week. The correlation coefficient between the predicted incidence from the model and the observed incidence from the data was 0.698 (p < 0.0001, Pearson correlation). Conclusion: Data from the hospital inpatient management system can be utilized to develop software for effective management of bacterial incidence rates and transmission trends.
Keywords
Application of big data management, bacteria, hospital
Article Details
References
2. Bộ Y tế. Thông tư 31/2021/TT-BYT về quy định hoạt động điều dưỡng trong Bệnh viện. Hà Nội. 2021. https://thuvienphapluat.vn/van-ban/The-thao-Y-te/Thong-tu-31-2021-TT-BYThoat-dong-dieu-duong-trong-benh-vien-499198.aspx.
3. Bệnh viện Đại học Y dược Tp. Hồ Chí Minh. Thực hành kỹ thuật điều dưỡng. 2018.
4. Shenoy ES, Branch-Elliman W. Automating surveillance for healthcare-associated infections: Rationale and current realities (Part I/III). Antimicrobial Stewardship & Healthcare Epidemiology. 2023. 3(1), 1-8, doi:10.1017/ash.2022.312.
5. Klompas M, Branson R, Cawcutt K, Crist M, Eichenwald E.C et al. Strategies to prevent ventilator-associated pneumonia, ventilator-associated events, and nonventilator hospitalacquired pneumonia in acute-care hospitals: 2022 Update. Infection Control & Hospital Epidemiology. 2022. 43(6), 687-713, doi: 10.1017/ice.2022.88.
6. Doernberg S.B, Abbo L.M, Burdette S.D, Fishman N.O, Goodman E.L et al. Essential Resources and Strategies for Antibiotic Stewardship Programs in the Acute Care Setting. Clinical Infectious Diseases. 2018. 67(8), 1168-1174, doi: 10.1093/cid/ciy255.
7. Available at: The.NET C# Documentation, “List Class.” https://docs.microsoft.com/engb/dotnet/api/system.collections.generic.list-1?view=net-6.0, 2022.
8. Available at: The .NET C# Documentation, “Multidimensional Arrays (C# Programming Guide).”https://docs.microsoft.com/en-gb/dotnet/csharp/programming guide/arrays/multidimensional-arrays, 2022.
9. Nguyễn Thái Nghe, Trần Ngân Bình, Đặng Quốc Việt. Giáo trình Hệ quản trị cơ sở dữ liệu. Nhà xuất bản Đại học Cần Thơ. 2014. 1-23.
10. Patricia W, George D. Database management systems. Thomson. 2006. 1-176.