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Nick Spies's Projects

bmp_umap_paper icon bmp_umap_paper

A repository for the article, "Automating the Detection of IV Fluid Contamination Using Unsupervised Machine Learning"

civic_data_summary icon civic_data_summary

This code queries the CIViC API for all evidence items, filters out duplicated pubmed IDs, and returns counts of all parameters listed along with pie chart summaries in pdf format

contamination_simulation icon contamination_simulation

A repository for the paper, "Impact and frequency of IV fluid contamination on basic metabolic panel results using quality metrics".

contamination_simulator icon contamination_simulator

A shiny app that displays what a BMP result might look like if it had been contaminated by IV fluids.

fluidflagger icon fluidflagger

An artificial intelligence platform for detecting laboratory results contaminated by intravenous fluids.

iv_fluid_contamination_ensembles icon iv_fluid_contamination_ensembles

A repository for the article, "Prospective and External Validation of an Ensemble Learning Approach to Detecting Intravenous Fluid Contamination in Basic Metabolic Panels"

practical-machine-learning-in-the-clinical-laboratory icon practical-machine-learning-in-the-clinical-laboratory

This repository serves as a publicly available resource for the site "Practical Machine Learning in the Clinical Laboratory", which is meant to supplement the concepts described in the article "Validating, Implementing, and Monitoring Machine Learning Solutions in the Clinical Laboratory Safely and Effectively".

r_helpers icon r_helpers

A repository of commonly used R functions for informatics research

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