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aio-ml-nsqip

anastomoticleak

FilesCombine will combine participant user file (PUF) and procedure targeted files for given years for the ACS NSQIP dataset using python

awesome-generative-ai-guide

A one stop repository for generative AI research updates, interview resources, notebooks and much more!

bmi_6016_group_project_nsqip

cardiovascular_heart_disease

cardiovascular_heart_disease

ccs

R package with HCUP Clinical Classification Software (CCS) mapping to common diagnosis and procedure codes

cea-ml-nsqip

cea-ml-vqi

colorectal_feature_analysis

Predicting Length of Stay, Readmission and Mortality

colorectal_predictors

Code to accompany colorectal surgery outcome predictors manuscripts

dlproj

dsdht

Rscripts for Data Science Course at dsdht.wikispaces.com

ecg-dualnet

ecg_ai

Data processing scripts for ECG-AI

echo-severe-as

fascial_dehiscence

Python code to evaluate NSQIP outcomes data to predict fascial dehiscence following exploratory laparotomy (CPT 49000) using XGBoost.

interpretable-machine-learning-with-python-2e

Interpretable ML with Python, 2E - published by Packt

leo-ml-nsqip

m1-machine-learning-test

Code for testing various M1 Chip benchmarks with TensorFlow.

mbsaqip_readmission

Using ML to predict readmission following bariatric surgery

mimic-nursing-note-sentiment

Using nursing note sentiment to predict mortality in ICU patients

ml_refinement

Machine Learning Refinement of the American College of Surgeons NSQIP Risk Calculator

nrd_ribfx_readmission

Evaluating the readmission burden of rib fractures among older adults using the 2017 National Readmissions Database

nsqip

Code accompanying the paper "Deep Learning in Surgery - Assessing The Utility of Deep Neural Networks in Predicting Postoperative Surgical Complications: A Retrospective Study"

nsqip-1

We will be predicting readmissions of the patients.

nsqipagecomplications

Analysis of surgical complications using the NSQIP data set

nsqipbilespill

Propensity score matched analysis of bile spillage in the NSQIP database.

nsqipr

ACS-NSQIP analysis for a study of the "July Effect"

nsqipr-1

A cleaner NSQIP.

nsqiputils

Utility functions for working with the ACS NSQIP dataset using R.