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Artificial Intelligence in Intensive Care Medicine: Bibliometric Analysis
Ri Tang1, Shuyi Zhang1, Chenling Ding1
1Department of Intensive Care Medicine, Renji Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Global research in artificial intelligence (AI) for critical care is rapidly expanding, with a significant surge in publications from 2018-2022. The United States and China lead AI in intensive care medicine research, focusing on prediction and monitoring.
Area of Science:
- Critical Care Medicine
- Artificial Intelligence
- Bibliometrics
Background:
- Growing interest in artificial intelligence (AI) applications within critical care.
- Lack of comprehensive bibliometric studies analyzing global AI research in intensive care.
Purpose of the Study:
- To assess global research trends in AI for intensive care medicine.
- Analyze publication outputs, citations, international coauthorships, and keyword co-occurrences.
Main Methods:
- Bibliometric analysis of 3619 documents from Scopus database until March 2022.
- Included 1198 articles after eligibility screening, analyzed using VOSviewer.
- Computed publication growth, preferred journals, leading countries, collaborations, and institutions.
Main Results:
- Steep publication increase (72.53%) between 2018-2022.
- United States and China dominate publications (55.17%).
- Key research areas include clinical deterioration detection, monitoring, prediction, and classification using neural networks, machine learning, and deep learning.
Conclusions:
- Highlights key AI research areas for improving intensive care unit (ICU) healthcare.
- Provides insights into research trends, collaborations, and future prospects for AI in critical care.
- Emphasizes the need for collaborative efforts to enhance AI model maturity for routine clinical practice.
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