mattlewissf/mimic_blog

Predicting 30 Day Readmission from the MIMIC-III Dataset

This project works to predict 30-day urgent and emergency care readmissions from hospital discharges. I'm using MIMIC-III, an open-source, anonymized dataset that contains records for more than 40,000 patients who were treated over a period of ten years.

You can take a look at the project code here - MIMIC Project Code

Here's a report of the project with results (updated 5/2) - MIMIC Project Report

And here's a Table of Contents for our deeper dive discussions into how I built this model model. Some of these pages will change over time.

• 1 - Getting Started
• 2 - Preprocessing Data
• 3 - Extracting Basic Features
• 4 - Creating Diagnosis Features
• 5 - Pandas and Feature Extraction
• 6 - Classification and Evaluation
• 7 - Fitting and Plotting
• 8 - Results, Analysis, and Future Work