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. 2021 May 15;91:101933. doi: 10.1016/j.compmedimag.2021.101933

Table 5A.

Experimental conditions of the included medical imaging experiments of artificial intelligence and COVID-19.

Experimental study Setting Duration Imaging modality Study population
(Zhang et al., 2020a, 2020b) Huoshenshan Hospital in Wuhan 35 days [February 11th - March 16th, 2020] Chest CT 2460 COVID-19 patients [1250 males and 1210 females in the age bracket of 11−93 years of age]
(Chowdhury et al., 2020) Not disclosed Not disclosed Digital CXR 3487 digital CXR collected from relevant COVID-19 literature [1485 viral pneumonia, 1579 normal CXRs, and 423 COVID-19 CXRs)
(Zhu et al., 2020) Not disclosed Not disclosed Mobile CXR 131 bedside CXRs collected from 84 COVID-19 patients [51males, 29 females, and 4 anonymous patients]
(Ozturk et al., 2020) Not disclosed Not disclosed Raw CXR 127 CXRs acquired from two separate databases (1) GitHub: (https://github.com/muhammedtalo/COVID-19) and (2) ChestX-ray8. [500 normal, 500 pneumonia, 82 males, and 43 females suffering from COVID-19]
(Hwang et al., 2020) Seoul National University Hospital. 40 days[January 31st -March 10th, 2020] CXR 332 COVID-19 patients [173 males and 159 females]
(Bai HX, et al., 2020) 10 hospitals from China and the United States 3 months [January 2020-April 2020] Chest CT 1186 patients [521 patients with positive PCR tests and 665 patients with pneumonia]
(Apostolopoulos et al., 2020) Not disclosed Not disclosed CXR 3905 CXRs attributable to various pulmonary disorders. The images were retrieved from several medical imaging databases (i.e. Radiopedia and the Radiological Society of North America (RSNA).
(Tsiknakis et al., 2020) Not disclosed April 11th, 2020 CXR The study encompassed 572 CXRs retrieved from (1) QUIBIM imagingcovid19 platform and (2) GitHub: (https://github.com/tsikup/COVID-19-xray-cnn) [150 bacterial pneumonia, 150 viral pneumonia. 122 COVID-19 CXRs, and 150 normal images
(Ko et al., 2020) Wonkwang University Hospital, Chonnam National University Hospital in South Korea, and the Italian Society of Medical and Interventional Radiology [SIRM] public repository Not disclosed 2D Chest CT 3993 Chest CTs of COVID-19 patients compiled from the participating institutions
(Song et al., 2020) The Lu’an affiliated hospital of Anhui Medical University and the First Affiliated Hospital of University of Science and Technology of China 35 days [January 18th - February 23rd, 2020] Chest CT 201 COVID-19 patients. [118 males and 83 females]
(Ni et al., 2020) Seven hospitals in China. Not disclosed Chest CT 14,435 patients [2154 COVID-19 patients and 5874 patients presenting other respiratory pneumonia]
(Ran et al., 2020) Henry Ford Health system [5 hospitals and 30 clinics] Not disclosed CXR 5805 CXRs with RT-PCR confirmed COVID-19 pneumonia from 2060 patients and 5300 CXRs with non-COVID-19 pneumonia from 3148 patients.