Reliability of Machine Learning in Eliminating Data Redundancy of Radiomics and Reflecting Pathophysiology in COVID-19 Pneumonia: Impact of CT Reconstruction Kernels on Accuracy

Author:

Statsenko Yauhen1ORCID,Habuza Tetiana2ORCID,Talako Tatsiana1ORCID,Kurbatova Tetiana1ORCID,Simiyu Gillian Lylian1ORCID,Smetanina Darya1ORCID,Sido Juana3ORCID,Qandil Dana Sharif4ORCID,Meribout Sarah5ORCID,Gelovani Juri G.6ORCID,Gorkom Klaus Neidl-Van1ORCID,Almansoori Taleb M.1ORCID,Zahmi Fatmah Al7ORCID,Loney Tom8ORCID,Bedson Anthony9ORCID,Naidoo Nerissa8ORCID,Dehdashtian Alireza10ORCID,Ljubisavljevic Milos1ORCID,Koteesh Jamal Al1ORCID,Das Karuna M.1ORCID

Affiliation:

1. College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates

2. College of Information Technology, United Arab Emirates University, Al Ain, United Arab Emirates

3. Eye Microsurgery Center ``Voka'', Minsk, Belarus

4. Ras Al Khaimah Medical and Health Sciences University, Al Qusaidat, Ras al Khaimah, United Arab Emirates

5. Department of Medicine, University of Constantine 3, Constantine, Algeria

6. Siriraj Hospital, Mahidol University, Salaya, Thailand

7. Mediclinic Middle East Parkview Hospital, Dubai, United Arab Emirates

8. College of Medicine, Mohammed Bin Rashid University of Medicine and Health Sciences, Dubai, United Arab Emirates

9. Sheikh Shakhbout Medical City, Abu Dhabi, United Arab Emirates

10. Radiology Department, Tawam Hospital, Abu Dhabi, United Arab Emirates

Funder

Mohammed Bin Rashid University Collaborative Research

United Arab Emirates University College of Medicine and Health Sciences Research

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Engineering,General Materials Science,General Computer Science,Electrical and Electronic Engineering

Reference89 articles.

1. Chest computed tomography findings of coronavirus disease 2019 (COVID-19) pneumonia

2. Bioinformatics insights into acute lung injury/acute respiratory distress syndrome

3. Secondary organizing pneumonia after coronavirus disease 2019: Two cases

4. Cryptogenic organizing pneumonia;chandra;StatPearls [Internet],2021

5. Lymphopenia predicts disease severity of COVID-19: A descriptive and predictive study;tan;Signal Transduct Target Ther,2020

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