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Lab-BERT: Integration of laboratory measurements for improved pretrained representations of health trajectories

This repository contains the code used for the paper: Lab-BERT: Integration of laboratory measurements for improved pretrained representations of health trajectories.

Usage

containers

Code can be run via docker containers described in the containers folder.

Snakemake workflow

For preprocessing, training models and generating results a snakemake pipeline is supplied for each of the given outputs.

Figures

Figures are generated by scripts either in the notebook folder or in the scripts folder.

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Integration of laboratory measurements for improved pretrained representations of health trajectories

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