This package parses clinical notes in to Abstract Meaning Representation Graphs (AMR).
Project description
Clincial Domain Abstract Meaning Representation Graphs
This package parses clinical notes in to Abstract Meaning Representation Graphs (AMR). It uses the following packages to create the graphs and features:
- THYME AMR SPRING parser to create the graphs
- MedCAT for entity linking
CUIattribution nodes - MedSecId for the clinical note sectioning
- Zensols Natural Language Parsing for language parsing and feature creation
Documentation
See the full documentation. The API reference is also available.
Obtaining
The library can be installed with pip from the pypi repository:
pip3 install zensols.clinicamr
Changelog
An extensive changelog is available here.
Citation
This package and the amrspring Docker image uses the original AMR SPRING parser source code base from the paper "One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex Pipeline":
@inproceedings{bevilacquaOneSPRINGRule2021,
title = {One {{SPRING}} to {{Rule Them Both}}: {{Symmetric AMR Semantic Parsing}} and {{Generation}} without a {{Complex Pipeline}}},
shorttitle = {One {{SPRING}} to {{Rule Them Both}}},
booktitle = {Proceedings of the {{AAAI Conference}} on {{Artificial Intelligence}}},
author = {Bevilacqua, Michele and Blloshmi, Rexhina and Navigli, Roberto},
date = {2021-05-18},
volume = {35},
number = {14},
pages = {12564--12573},
location = {Virtual},
url = {https://ojs.aaai.org/index.php/AAAI/article/view/17489},
urldate = {2022-07-28}
}
License
Copyright (c) 2024 - 2025 Paul Landes
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