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Automated ARDS Diagnosis Using Machine Learning and Regex on EHR Data
We developed a computational method to automate the adjudication of each component of the Berlin Definition for ARDS diagnosis using text and structured EHR data.
medRxiv preprint
GitHub repository (currently private)
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Robust Extraction of Pneumonia-Associated Clinical States from EHR Data
Implemented a robust data preprocessing pipeline, feature extraction methods, and clustering techniques to identify clinically meaningful pneumonia states from EHR data.
PNAS paper
GitHub repository
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SMART on FHIR app using Python's Flask framework
This project showcases the development of a Flask application that integrates with EHR systems using the SMART on FHIR authentication and authorization framework.
Try the App!
App instructions
Build the App
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Copa America 2024 simulation
A two-part series of Medium blog posts where I use Elo ratings and data science techniques to simulate the outcomes of the Copa America 2024.
Part 1: Group Stage
Part 2: Playoffs
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Qatar 2022 FIFA World Cup simulation
A simulation of the Qatar 2022 FIFA World Cup, utilizing Elo ratings and data science techniques to predict match outcomes and tournament progression.
Blog post
By Unknown author. Public Domain: Link
Did Gregor Mendel manipulate his data?
This project investigates the Mendelian paradox, exploring the statistical anomalies in Mendel's genetic experiments that have puzzled scientists for years.
GitHub repository