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• An artificial intelligence system for predicting the deterioration of COVID-19 patients in the emergency department.

  Shamout FE, Shen Y, Wu N, Kaku A, Park J, Makino T, Jastrzębski S, Witowski J, Wang D, Zhang B, Dogra S, Cao M, Razavian N, Kudlowitz D, Azour L, Moore W, Lui YW, Aphinyanaphongs Y, Fernandez-Granda C, Geras KJ. Shamout FE, et al. NPJ Digit Med. 2021 May 12;4(1):80. doi: 10.1038/s41746-021-00453-0. NPJ Digit Med. 2021. PMID: 33980980 Free PMC article.
• COVID-19 diagnosis from chest x-rays: developing a simple, fast, and accurate neural network.

  Nikolaou V, Massaro S, Fakhimi M, Stergioulas L, Garn W. Nikolaou V, et al. Health Inf Sci Syst. 2021 Oct 12;9(1):36. doi: 10.1007/s13755-021-00166-4. eCollection 2021 Dec. Health Inf Sci Syst. 2021. PMID: 34659742 Free PMC article.
• Review on COVID-19 diagnosis models based on machine learning and deep learning approaches.

  Alyasseri ZAA, Al-Betar MA, Doush IA, Awadallah MA, Abasi AK, Makhadmeh SN, Alomari OA, Abdulkareem KH, Adam A, Damasevicius R, Mohammed MA, Zitar RA. Alyasseri ZAA, et al. Expert Syst. 2022 Mar;39(3):e12759. doi: 10.1111/exsy.12759. Epub 2021 Jul 28. Expert Syst. 2022. PMID: 34511689 Free PMC article.
• Deep Learning in the Detection and Diagnosis of COVID-19 Using Radiology Modalities: A Systematic Review.

  Ghaderzadeh M, Asadi F. Ghaderzadeh M, et al. J Healthc Eng. 2021 Mar 15;2021:6677314. doi: 10.1155/2021/6677314. eCollection 2021. J Healthc Eng. 2021. PMID: 33747419 Free PMC article.
• X-Ray Equipped with Artificial Intelligence: Changing the COVID-19 Diagnostic Paradigm during the Pandemic.

  Ghaderzadeh M, Aria M, Asadi F. Ghaderzadeh M, et al. Biomed Res Int. 2021 Aug 22;2021:9942873. doi: 10.1155/2021/9942873. eCollection 2021. Biomed Res Int. 2021. PMID: 34458373 Free PMC article.