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Algorithm development for the SMARTT Critical Care Pathways project.

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GNU APGLv3 License

smartt-algortihm

This repository contains modelling code for the SMARTT Critical Care Pathways project. The code here has been updated from the original repository (where you can also find data processing scripts).

To cite this project, please use:

@article{mcwilliams2019towards,
  title={Towards a decision support tool for intensive care discharge: machine learning algorithm development using electronic healthcare data from MIMIC-III and Bristol, UK},
  author={McWilliams, Christopher J and Lawson, Daniel J and Santos-Rodriguez, Raul and Gilchrist, Iain D and Champneys, Alan and Gould, Timothy H and Thomas, Mathew JC and Bourdeaux, Christopher P},
  journal={BMJ open},
  volume={9},
  number={3},
  pages={e025925},
  year={2019},
  publisher={British Medical Journal Publishing Group}
}

Datasets

The data to run these models contains pseudonymised patient-level data which cannot be shared online. Please contact the lead author to discuss data sharing: Chris McWilliams.

Further details on processing of the local dataset can be found in this publication and this repository.

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