Back

MantisCOVID: Rapid X-Ray Chest Radiograph and Mortality Rate Evaluation With Artificial Intelligence For COVID-19

Yasar, Y.; Karli, B. T.; Coteli, C.; Coteli, M. B.

2020-05-08 health informatics
10.1101/2020.05.04.20090779 medRxiv
Show abstract

AO_SCPLOWBSTRACTC_SCPLOWThe novel coronavirus pandemic has negative impacts over the health, economy and well-being of the global population. This negative effect is growing with the high spreading rate of the virus. The most critical step to prevent the spreading of the virus is pre-screening and early diagnosis of the individuals. This results in quaranteeing the patients not to effect the healthy population. COVID-19 is the name of the disease caused by the novel coronavirus. It has a high infection rate and it is urgent to diagnose many patients as we can to prevent the spread of the virus at the early stage. Rapid diagnostic tools development is urgent to save lives. MantisCOVID is a cloud-based pre-diagnosis tool to be accessed from the internet. This tool delivers a rapid screening test by analyzing the X-ray Chest Radiograph scans via Artificial Intelligence (AI) and it also evaluates the mortality rate of patients with the synthesis of the patients history with the machine learning methods. This study reveals the methods used over the platform and evaluation of the algorithms via open datasets.

Matching journals

The top 7 journals account for 50% of the predicted probability mass.

1
Informatics in Medicine Unlocked
21 papers in training set
Top 0.1%
12.4%
2
PLOS ONE
4510 papers in training set
Top 19%
10.2%
3
International Journal of Medical Informatics
25 papers in training set
Top 0.1%
8.5%
4
Journal of Medical Internet Research
85 papers in training set
Top 0.7%
6.4%
5
BMC Medical Informatics and Decision Making
39 papers in training set
Top 0.5%
4.9%
6
Computers in Biology and Medicine
120 papers in training set
Top 0.7%
4.0%
7
Scientific Reports
3102 papers in training set
Top 31%
4.0%
50% of probability mass above
8
JMIR Public Health and Surveillance
45 papers in training set
Top 0.8%
3.1%
9
JMIR Medical Informatics
17 papers in training set
Top 0.4%
2.9%
10
BioMed Research International
25 papers in training set
Top 1%
2.5%
11
Chaos, Solitons & Fractals
32 papers in training set
Top 0.9%
1.9%
12
PLOS Digital Health
91 papers in training set
Top 1%
1.8%
13
Cureus
67 papers in training set
Top 3%
1.7%
14
IEEE Journal of Biomedical and Health Informatics
34 papers in training set
Top 1%
1.5%
15
Heliyon
146 papers in training set
Top 3%
1.3%
16
Biomedical Signal Processing and Control
18 papers in training set
Top 0.3%
1.3%
17
Frontiers in Medicine
113 papers in training set
Top 4%
1.3%
18
Biomedicines
66 papers in training set
Top 1%
1.3%
19
BMC Medical Research Methodology
43 papers in training set
Top 0.9%
1.1%
20
Frontiers in Public Health
140 papers in training set
Top 7%
1.0%
21
Frontiers in Physiology
93 papers in training set
Top 4%
1.0%
22
Frontiers in Applied Mathematics and Statistics
10 papers in training set
Top 0.3%
1.0%
23
JAMIA Open
37 papers in training set
Top 1%
1.0%
24
Infectious Disease Modelling
50 papers in training set
Top 1%
0.9%
25
Sensors
39 papers in training set
Top 2%
0.9%
26
Physica A: Statistical Mechanics and its Applications
10 papers in training set
Top 0.2%
0.9%
27
Frontiers in Neuroinformatics
38 papers in training set
Top 0.7%
0.8%
28
SoftwareX
15 papers in training set
Top 0.4%
0.8%
29
JMIR Formative Research
32 papers in training set
Top 2%
0.8%
30
BMJ Health & Care Informatics
13 papers in training set
Top 1.0%
0.7%