Machine Learning in Healthcare – Final Preparations

I am researching how data mining and machine learning can impact healthcare. In my research, I hope to find how machine learning can positively or negatively impact healthcare. I found all of my information in the CINAHL database.

Search #1

Search Terms: Machine Learning AND Healthcare AND Disadvantages OR Cons OR Risks OR Challenges

Results: 75

Relevant Journals: Integrating Artificial Intelligence Into Healthcare Research

This journal may be helpful in my research because it talks about different ways that machine learning (AI) has been introduced into healthcare and how it can be used.

Kup-Sze CHOI. (2020). Integrating Artificial Intelligence Into Healthcare Research. Journal of Nursing, 67(5), 12–18. https://doi-org.ezproxy.fhsu.edu/10.6224/JN.202010_67(5).03

Search #2

Search Terms: Machine Learning AND Healthcare AND Advantages or Benefits

Results: 37

Relevant Journals: Balancing risks and benefits of artificial intelligence in the health sector

I thought that this journal could be good to use during my research because it talks about both the good and bad of machine learning (AI) in healthcare. I think it is important to recognize the positive effects it can have, but also recognize that there can be negatives as well.

Goodman, K., Zandi, D., Reis, A., & Vayena, E. (2020). Balancing risks and benefits of artificial intelligence in the health sector. Bulletin of the World Health Organization, 98(4), 230–230A. https://doi-org.ezproxy.fhsu.edu/10.2471/BLT.20.253823

Search #3:

Search Terms: Machine Learning AND Healthcare AND Research

Results: 70

Relevant Journals: This search did not return any relevant journals that I had not already found in a previous search.

Search #4

Search Terms: Machine Learning OR Artificial Intelligence AND Healthcare AND Big Data

Results: 33

Relevant Journals: This search did not return any relevant journals that I wanted to use in my research.

Search #5

Search Terms: Machine Learning OR Artificial Intelligence AND Healthcare AND Data Analytics OR Data Science

Results: 53

Relevant Journals: Integrating AI with visual analytics to enhance quality of care delivery

I found this journal and thought that it could be helpful because it explains a specific situation where machine learning (AI) is being used in a healthcare setting and how it benefits the clinical staff that is using it as well as patient care.

Dé, A. (2018). Integrating AI with visual analytics to enhance quality of care delivery. Health Management Technology, 39(6), 19.

I do believe that I have reached saturation while researching. I am running out of ideas for terms to search that do not return results that I have already seen. I noticed today that the searches #1, #2, and #3 returned the same article in the top results. At this point, I feel like I am just trying to narrow down the searches to return fewer results. I am hoping that this solidifies that the sources I have already found will work for my research.

One thought on “Machine Learning in Healthcare – Final Preparations

  1. Heather, I am glad to see that you have reached saturation. I related to your statement on how you are running out of ideas for teams to search. I feel the same way. It’s impressive that you found new sources in 3 out of your 5 searches. Good luck!

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