Deep Learning-Aided Automated Pneumonia Detection and Classification Using CXR Scans.

The COVID-19 pandemic has caused a worldwide catastrophe and widespread devastation that reeled almost all countries. The pandemic has mounted pressure on the existing healthcare system and caused panic and desperation. The gold testing standard for COVID-19 detection, reverse transcription-polymerase chain reaction (RT-PCR), has shown its limitations with 70% accuracy, contributing to the incorrect diagnosis that exaggerated the complexities and increased the fatalities.

Ingenuity in pattern recognition: a novel bioinformatics approach towards lung cancer identification.

Lung cancer is the significant contributor of increased cancer deaths. Earlier research indicates that the environmental factors have a major role in causing lung cancer. It is evident that the pathway of lung cancer includes both RAS-mediated and non-RAS-mediated mechanisms.