Jenia Kim
The repo contains the vocabularies and code used for baseline experiments in detecting fall events in clinical notes in Dutch.
The vocabularies were constructed based on (a) a sample of clinical notes describing falls, (b) interviews with nurses at the Amsterdam UMC, and (c) lexical augmentation with synonyms.
Examples of usage can be found in this notebook.
The experiments are described in detail in the report. The three configurations are:
- Experiment 1
- vocab_v01
- no pp_rules
- Experiment 2
- vocab_v02
- no pp_rules
- Experiment 3
- vocab_v02
- pp_rules_v01
The best results are achieved with the third configuration.
Please note that the results in the report are document-based, while the code in this repo is sentence-based.