Advanced AI Techniques for COVID-19 Diagnosis: A Unified Model Using Chest X-Ray Images
DOI:
https://doi.org/10.48047/Keywords:
chest X-ray, Covid 19 classification, deep learning.Abstract
The use of chest X-ray imaging for diagnosing COVID-19 has gained traction, especially in Spain, where it represents the initial imaging modality employed in clinical settings. Following a clinical suspicion of COVID-19 infection, healthcare providers often obtain nasopharyngeal exudate samples for reverse-transcription polymerase chain reaction (RT-PCR) testing. However, since RT-PCR results
can take several hours, chest X-ray findings play a crucial role in the timely assessment of a patient's clinical condition. Normal X-ray results typically allow for patient discharge while awaiting test outcomes, whereas pathological findings prompt hospital admission for closer monitoring.
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The incubation period of coronavirus disease 2019 (covid-19) from publicly reported confirmed cases: Estimation and application. Ann. Internal Med., vol. 172, no. 9, pp. 577–582, 2020.
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