Application of Artificial Intelligence Techniques for Monkeypox: A Systematic Review

被引:21
|
作者
Chadaga, Krishnaraj [1 ]
Prabhu, Srikanth [1 ]
Sampathila, Niranjana [2 ]
Nireshwalya, Sumith [3 ]
Katta, Swathi S. [4 ]
Tan, Ru-San [5 ,6 ]
Acharya, U. Rajendra [7 ,8 ,9 ]
机构
[1] Manipal Acad Higher Educ, Manipal Inst Technol, Dept Comp Sci & Engn, Manipal 576104, India
[2] Manipal Acad Higher Educ, Manipal Inst Technol, Dept Biomed Engn, Manipal 576104, India
[3] Manipal Acad Higher Educ, Manipal Inst Technol, Dept Informat & Commun Technol, Manipal 576104, India
[4] Manipal Acad Higher Educ, Manipal Inst Management, Manipal 576104, India
[5] Natl Heart Ctr Singapore, Dept Cardiol, Singapore 168752, Singapore
[6] Duke NUS Med Sch, Singapore 169857, Singapore
[7] Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore 599489, Singapore
[8] SUSS Univ, Sch Sci & Technol, Dept Biomed Engn, Singapore 599494, Singapore
[9] Asia Univ, Dept Biomed Informat & Med Engn, Taichung 40444, Taiwan
关键词
monkeypox; mpox; artificial intelligence; machine learning; deep learning;
D O I
10.3390/diagnostics13050824
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Monkeypox or Mpox is an infectious virus predominantly found in Africa. It has spread to many countries since its latest outbreak. Symptoms such as headaches, chills, and fever are observed in humans. Lumps and rashes also appear on the skin (similar to smallpox, measles, and chickenpox). Many artificial intelligence (AI) models have been developed for accurate and early diagnosis. In this work, we systematically reviewed recent studies that used AI for mpox-related research. After a literature search, 34 studies fulfilling prespecified criteria were selected with the following subject categories: diagnostic testing of mpox, epidemiological modeling of mpox infection spread, drug and vaccine discovery, and media risk management. In the beginning, mpox detection using AI and various modalities was described. Other applications of ML and DL in mitigating mpox were categorized later. The various machine and deep learning algorithms used in the studies and their performance were discussed. We believe that a state-of-the-art review will be a valuable resource for researchers and data scientists in developing measures to counter the mpox virus and its spread.
引用
收藏
页数:16
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