Models, Tools, and Data Exploration

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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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