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Patient trajectory modeling solution for clinical outcome prediction

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PatientTM - Patient Trajectory Modelling

A solution for modelling patient trajectories, according to different clinical outcomes, using multimodal clinical information including clinical notes and coding data.

Documentation

More documentation about the system and how to run it is available here.

Team

  • João F. Silva1
  • Sérgio Matos1
  1. University of Aveiro, Dept. Electronics, Telecommunications and Informatics (DETI / IEETA), Aveiro, Portugal

Cite

Please cite the following, if you use PatientTM in your work:

Manuscript currently in development, will be updated as soon as possible.

Acknowledgements

We thank Kexin Huang for his publicly available repository for clinicalBERT, which was used as a base for exploring textual information from clinical notes. This repository was improved with numerous features, such as more robust data preprocessing and model validation mechanisms, and the resulting augmented version was integrated in PatientTM. We also thank João Almeida for his contribution in repository management.