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ManishGuptaKuumar/Predict-COVID-19

 
 

Predict-COVID-19

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You are always welcome to add more or optimize any code in this repository by following these instructions.

Why X-Rays?

Since reverse transcription polymerase chain reaction (RT-PCR) test kits are in limited supply, there exists a need to explore alternative means of identifying and prioritizing suspected cases of COVID-19. It is possible that this turnaround time is even greater in rural and remote regions. CT scans, despite being used to contribute to the clinical workup of patients suspected for COVID-19, are costly. Therefore, smaller centres may have limited access to CT scanners. X-ray machines are more affordable and can be portable and therefore a viable alternative.

Usage

DEMO

Disclaimer

To be clear, this model does not claim the diagnosis of COVID-19 and should not be relied upon.

Data

The data used to train the model was chosen very selectively from multiple reliable and credible sources. The primary source of data for:

Accuracy heatmap

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Predicts COVID-19 from PA view of X-ray when submitted on the website

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  • JavaScript 39.8%
  • Jupyter Notebook 28.7%
  • CSS 15.8%
  • HTML 11.9%
  • Python 3.8%