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. 2023 Dec;30(6):877-884.
doi: 10.1177/15266028221102660. Epub 2022 Jun 13.

Is the Cardiovascular Specialist Ready For the Fifth Revolution? The Role of Artificial Intelligence, Machine Learning, Big Data Analysis, Intelligent Swarming, and Knowledge-Centered Service on the Future of Global Cardiovascular Healthcare Delivery

Sherif Sultan  1   2   3 , Yogesh Acharya  1   2 , Omnia Zayed  4 , Hesham Elzomour  5 , Juan Carlos Parodi  6 , Osama Soliman  5 , Niamh Hynes  3
Affiliations

Is the Cardiovascular Specialist Ready For the Fifth Revolution? The Role of Artificial Intelligence, Machine Learning, Big Data Analysis, Intelligent Swarming, and Knowledge-Centered Service on the Future of Global Cardiovascular Healthcare Delivery

Sherif Sultan et al. J Endovasc Ther. 2023 Dec.
No abstract available

Keywords: artificial intelligence; big data; editorial; fifth cardiovascular revolution; machine learning.

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Conflict of interest statement

Declaration of Conflicting InterestsThe author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.

Figures

Figure 1.
Figure 1.
Predicted rise in the application of AI, ML, BDA, and related technologies in cardiovascular medicine with a decrement in the application cost over time. AI, artificial intelligence; ML, machine learning; BDA, Big Data analysis.
Figure 2.
Figure 2.
New model swarming with the proposed collaboration-based process during intelligent swarming.
Figure 3.
Figure 3.
Traditional escalation process that is time-consuming and labor intensive.
Figure 4.
Figure 4.
Principle of KCS. KCS, knowledge-centered services.
Figure 5.
Figure 5.
Increasing applicability of artificial intelligence in cardiovascular medicine —25% in 2018 to 60% in 2024.
See this image and copyright information in PMC

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