Predict respiratory patient mortality in ICU units using the MIMIC III database

Master's thesis work aims to develop a tool for the analysis and prediction of data from the MIMIC-III database, using sepsis as a case study. Two specific prediction tasks have been selected: sepsis mortality and mortality within 30 days of sepsis diagnosis.

Used MIMIC III database, an Open Data Kit (ODK), and hospital admissions data from the UK.gov HES data. Various investigations as per hospital requirements have been done, including ICU and hospital LOS investigations for patients with cardiac devices.