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Models, Tools, and Data Exploration
The set of readings focus on the collection and use of data to monitor and produce quality outcomes.
· McGonigle, D., & Mastrian, K. (2022). Nursing informatics and the foundation of knowledge (5th ed.). Jones & Bartlett. Available in the courseroom via the VitalSource Bookshelf link.
· Chapter 21, “Nursing Research: Data Collection, Processing, and Analysis.”
· Safdari, R., Rezayi, S., Saeedi, S., Tanhapour, M., & Gholamzadeh, M. (2021). Using data mining techniques to fight and control epidemics: A scoping review. Health Technol. 11, 759–771.
· Ristevski, B., & Chen, M. (2018). Big data analytics in medicine and healthcare . Journal of Integrative Bioinformatics, 15(3), 1–5.
Scope and Standards of Practice
· American Nurses Association. (2015). Nursing informatics: Scope and standards of practice (2nd ed.) . Author.
Producing Applications in Practice With Tools
· McGonigle, D., & Mastrian, K. (2022). Nursing informatics and the foundation of knowledge (5th ed.). Jones & Bartlett. Available in the courseroom via the VitalSource Bookshelf link.
· Chapter 22, “Data Mining as a Research Tool.”
· Bahri, S., Zoghlami, N., Abed, M., & Tavares, J. M. (2018, December 21). Big data for healthcare: A survey . IEEE Access, 7, 7397–7408.
· Dautov, R., Distefano, S., & Buyya, R. (2019). Hierarchical data fusion for smart healthcare . Journal of Big Data, 6(1), 1–23.
· Sharma, M., Singh, G., & Singh, R. (2018). An advanced conceptual diagnostic healthcare framework for diabetes and cardiovascular disorders . EAI Endorsed Transactions on Scalable Information Systems, 5(18), 1–11.
Knowledge Exploration and Data Mining
· McGonigle, D., & Mastrian, K. (2022). Nursing informatics and the foundation of knowledge (5th ed.). Jones & Bartlett. Available in the courseroom via the VitalSource Bookshelf link.
· Chapter 26, “Our Expanding Realities.”
· Mollayeva, T., Sutton, M., Chan, V., Colantonio, A., Jana, S., & Escobar, M. (2019). Data mining to understand health status preceding traumatic brain injury . Scientific Reports, 9(1), 1–10.
· Sandhu, R., Kaur, N., Sood, S. K., & Buyya, R. (2018). TDRM: Tensor-based data representation and mining for healthcare data in cloud computing environments . The Journal of Supercomputing, 74(2), 592–614.
· Zhang, X., Wang, S., Cong, G., & Cuzzocrea, A. (2019). Social big data: Mining, applications, and beyond . Complexity, 2019, 1–2.
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