Open Access
International Journal of Environmental Research and Public Health, volume 20, issue 7, pages 5335
Analysis of Publication Activity and Research Trends in the Field of AI Medical Applications: Network Approach
Karpov Oleg E.
1
,
Pitsik Elena
2
,
Kurkin Semen A.
2
,
Maksimenko Vladimir A
2
,
Gusev Alexander V.
3, 4
,
3
K-Skai LLC, 185031 Petrozavodsk, Russia
|
4
Federal Research Institute for Health Organization and Informatics, 127254 Moscow, Russia
|
Publication type: Journal Article
Publication date: 2023-03-30
Quartile SCImago
Q2
Quartile WOS
—
Impact factor: —
ISSN: 16617827, 16604601
Health, Toxicology and Mutagenesis
Public Health, Environmental and Occupational Health
Abstract
Artificial intelligence (AI) has revolutionized numerous industries, including medicine. In recent years, the integration of AI into medical practices has shown great promise in enhancing the accuracy and efficiency of diagnosing diseases, predicting patient outcomes, and personalizing treatment plans. This paper aims at the exploration of the AI-based medicine research using network approach and analysis of existing trends based on PubMed. Our findings are based on the results of PubMed search queries and analysis of the number of papers obtained by the different search queries. Our goal is to explore how are the AI-based methods used in healthcare research, which approaches and techniques are the most popular, and to discuss the potential reasoning behind the obtained results. Using analysis of the co-occurrence network constructed using VOSviewer software, we detected the main clusters of interest in AI-based healthcare research. Then, we proceeded with the thorough analysis of publication activity in various categories of medical AI research, including research on different AI-based methods applied to different types of medical data. We analyzed the results of query processing in the PubMed database over the past 5 years obtained via a specifically designed strategy for generating search queries based on the thorough selection of keywords from different categories of interest. We provide a comprehensive analysis of existing applications of AI-based methods to medical data of different modalities, including the context of various medical fields and specific diseases that carry the greatest danger to the human population.
Citations by journals
|
1
|
|
|
Chaos
|
Chaos
1 publication, 9.09%
|
|
Healthcare
|
Healthcare
1 publication, 9.09%
|
|
Library Hi Tech
|
Library Hi Tech
1 publication, 9.09%
|
|
Handbook of Research on Trends in the Diagnosis and Treatment of Chronic Conditions
|
Handbook of Research on Trends in the Diagnosis and Treatment of Chronic Conditions
1 publication, 9.09%
|
|
1
|
Citations by publishers
|
1
2
3
4
5
6
7
|
|
|
IEEE
|
IEEE
7 publications, 63.64%
|
|
American Institute of Physics (AIP)
|
American Institute of Physics (AIP)
1 publication, 9.09%
|
|
Multidisciplinary Digital Publishing Institute (MDPI)
|
Multidisciplinary Digital Publishing Institute (MDPI)
1 publication, 9.09%
|
|
Emerald
|
Emerald
1 publication, 9.09%
|
|
IGI Global
|
IGI Global
1 publication, 9.09%
|
|
1
2
3
4
5
6
7
|
- We do not take into account publications that without a DOI.
- Statistics recalculated only for publications connected to researchers, organizations and labs registered on the platform.
- Statistics recalculated weekly.
{"yearsCitations":{"type":"bar","data":{"show":true,"labels":[2023,2024],"ids":[0,0],"codes":[0,0],"imageUrls":["",""],"datasets":[{"label":"Citations number","data":[8,3],"backgroundColor":["#3B82F6","#3B82F6"],"percentage":["72.73","27.27"],"barThickness":null}]},"options":{"indexAxis":"x","maintainAspectRatio":true,"scales":{"y":{"ticks":{"precision":0,"autoSkip":false,"font":{"family":"Montserrat"},"color":"#000000"}},"x":{"ticks":{"stepSize":1,"precision":0,"font":{"family":"Montserrat"},"color":"#000000"}}},"plugins":{"legend":{"position":"top","labels":{"font":{"family":"Montserrat"},"color":"#000000"}},"title":{"display":true,"text":"Citations per year","font":{"size":24,"family":"Montserrat","weight":600},"color":"#000000"}}}},"journals":{"type":"bar","data":{"show":true,"labels":["Chaos","Healthcare","Library Hi Tech","Handbook of Research on Trends in the Diagnosis and Treatment of Chronic Conditions"],"ids":[2547,9927,12189,42699],"codes":[0,0,0,0],"imageUrls":["\/storage\/images\/resized\/ARM4e6URKRsbRZvIF0vFis9DjxGloBjnBYJXbHmZ_medium.webp","\/storage\/images\/resized\/MjH1ITP7lMYGxeqUZfkt2BnVLgjkk413jwBV97XX_medium.webp","\/storage\/images\/resized\/y1FWuXRlUNwpMiGVNlyhHQIrgjjPdJWmhKMZwpoB_medium.webp","\/storage\/images\/resized\/7FMNeB9SnnAZoNUlPrVuDf3sVkEkt74weJA9emBp_medium.webp"],"datasets":[{"label":"","data":[1,1,1,1],"backgroundColor":["#3B82F6","#3B82F6","#3B82F6","#3B82F6"],"percentage":[9.09,9.09,9.09,9.09],"barThickness":13}]},"options":{"indexAxis":"y","maintainAspectRatio":false,"scales":{"y":{"ticks":{"precision":0,"autoSkip":false,"font":{"family":"Montserrat"},"color":"#000000"}},"x":{"ticks":{"stepSize":null,"precision":0,"font":{"family":"Montserrat"},"color":"#000000"}}},"plugins":{"legend":{"position":"top","labels":{"font":{"family":"Montserrat"},"color":"#000000"}},"title":{"display":true,"text":"Journals","font":{"size":24,"family":"Montserrat","weight":600},"color":"#000000"}}}},"publishers":{"type":"bar","data":{"show":true,"labels":["IEEE","American Institute of Physics (AIP)","Multidisciplinary Digital Publishing Institute (MDPI)","Emerald","IGI Global"],"ids":[6953,250,202,30,7845],"codes":[0,0,0,0,0],"imageUrls":["\/storage\/images\/resized\/6scCJegesojp2jubwY3uKCzTAmgsaH2GIFlg6Hfk_medium.webp","\/storage\/images\/resized\/ARM4e6URKRsbRZvIF0vFis9DjxGloBjnBYJXbHmZ_medium.webp","\/storage\/images\/resized\/MjH1ITP7lMYGxeqUZfkt2BnVLgjkk413jwBV97XX_medium.webp","\/storage\/images\/resized\/y1FWuXRlUNwpMiGVNlyhHQIrgjjPdJWmhKMZwpoB_medium.webp","\/storage\/images\/resized\/7FMNeB9SnnAZoNUlPrVuDf3sVkEkt74weJA9emBp_medium.webp"],"datasets":[{"label":"","data":[7,1,1,1,1],"backgroundColor":["#3B82F6","#3B82F6","#3B82F6","#3B82F6","#3B82F6"],"percentage":[63.64,9.09,9.09,9.09,9.09],"barThickness":13}]},"options":{"indexAxis":"y","maintainAspectRatio":false,"scales":{"y":{"ticks":{"precision":0,"autoSkip":false,"font":{"family":"Montserrat"},"color":"#000000"}},"x":{"ticks":{"stepSize":null,"precision":0,"font":{"family":"Montserrat"},"color":"#000000"}}},"plugins":{"legend":{"position":"top","labels":{"font":{"family":"Montserrat"},"color":"#000000"}},"title":{"display":true,"text":"Publishers","font":{"size":24,"family":"Montserrat","weight":600},"color":"#000000"}}}}}
Metrics
Cite this
GOST |
RIS |
BibTex |
MLA
Cite this
GOST
Copy
Karpov O. E. et al. Analysis of Publication Activity and Research Trends in the Field of AI Medical Applications: Network Approach // International Journal of Environmental Research and Public Health. 2023. Vol. 20. No. 7. p. 5335.
GOST all authors (up to 50)
Copy
Karpov O. E., Pitsik E., Kurkin S. A., Maksimenko V. A., Gusev A. V., Shusharina N., Hramov A. Analysis of Publication Activity and Research Trends in the Field of AI Medical Applications: Network Approach // International Journal of Environmental Research and Public Health. 2023. Vol. 20. No. 7. p. 5335.
Cite this
RIS
Copy
TY - JOUR
DO - 10.3390/ijerph20075335
UR - https://doi.org/10.3390%2Fijerph20075335
TI - Analysis of Publication Activity and Research Trends in the Field of AI Medical Applications: Network Approach
T2 - International Journal of Environmental Research and Public Health
AU - Karpov, Oleg E.
AU - Pitsik, Elena
AU - Kurkin, Semen A.
AU - Maksimenko, Vladimir A
AU - Gusev, Alexander V.
AU - Shusharina, Natalia
AU - Hramov, A.E.
PY - 2023
DA - 2023/03/30 00:00:00
PB - Multidisciplinary Digital Publishing Institute (MDPI)
SP - 5335
IS - 7
VL - 20
SN - 1661-7827
SN - 1660-4601
ER -
Cite this
BibTex
Copy
@article{2023_Karpov,
author = {Oleg E. Karpov and Elena Pitsik and Semen A. Kurkin and Vladimir A Maksimenko and Alexander V. Gusev and Natalia Shusharina and A.E. Hramov},
title = {Analysis of Publication Activity and Research Trends in the Field of AI Medical Applications: Network Approach},
journal = {International Journal of Environmental Research and Public Health},
year = {2023},
volume = {20},
publisher = {Multidisciplinary Digital Publishing Institute (MDPI)},
month = {mar},
url = {https://doi.org/10.3390%2Fijerph20075335},
number = {7},
pages = {5335},
doi = {10.3390/ijerph20075335}
}
Cite this
MLA
Copy
Karpov, Oleg E., et al. “Analysis of Publication Activity and Research Trends in the Field of AI Medical Applications: Network Approach.” International Journal of Environmental Research and Public Health, vol. 20, no. 7, Mar. 2023, p. 5335. https://doi.org/10.3390%2Fijerph20075335.