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C. V. Cosgriff's Projects

bayes-rct icon bayes-rct

Notebook for applying Bayesian methods to the analysis of RCT results.

bst261-crrt icon bst261-crrt

Predicting mortality in the CRRT cohort of MIMIC-III.

bst262-hw2 icon bst262-hw2

Homework #2 for BST.262 Computing with Big Data at Harvard Chan School Spring 2018

calibrating-severity icon calibrating-severity

We sought to examine the effect of constraining the training data case mix on the performance of mortality forecasting for high-risk patients.

chime_sims icon chime_sims

Simulate from prior distributions of parameters, assess goodness of fit to recently-observed data, then keep the ones that fit well, then see what they imply for future trajectories.

covid-19 icon covid-19

COVID-19 Italia - Monitoraggio situazione

eicu-code icon eicu-code

Code shared by the research community for the eICU Collaborative Research Database

hiddenlayer icon hiddenlayer

Neural network graphs and training metrics for PyTorch, Tensorflow, and Keras.

hst953-ipwmsm icon hst953-ipwmsm

A repo for a talk at HST.953 Fall 2019, to introduce inverse probability weighted and marginal structural models. Will use non-timevarying exposure as an example, but can be extended.

hyperoxia-brazil icon hyperoxia-brazil

Repository for team 11 at the II MIT-HIAE datathon. We examine if the duration of hyperoxia corresponds to organ dysfunction.

hyperoxia-sepsis icon hyperoxia-sepsis

An examination of the effect of hyperoxia on in-hospital mortality in ventilated sepsis patients.

icu-rdd icon icu-rdd

This repository contains code for extracting cohorts from eICU-CRD for RDD analyses.

icu-sepsis-mort icon icu-sepsis-mort

A ML model for predicting mortality in sepsis patients built off the MIMIC-III database.

lactate-discordance icon lactate-discordance

Modeling phenotype-lactate discordance. Ongoing study begun as part of my practcium at the Harvard Chan School.

milan-gbm icon milan-gbm

A demonstration on using gradient boosting machine for building an illness severity score for the ICU.

mimic-ccu icon mimic-ccu

The goal of this project is to characterize the CCU cohort in MIMIC-III in order to develop models which will inform future clinical trial work.

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