My name is Talha Liaqat MD and I am a PGY-2 from the Wright Center for Graduate Medical Education in Scranton. I am an international medical graduate from Pakistan and an aspiring pulmonary and critical care physician. I am interested in conducting data analysis using publically available high fidelity databases such as MIMIC-IV to see trends in mortality in the critically ill in a wide variety of pathologies such as ARDS, hepatorenal syndrome and shock.