Clinical Concept Extraction for Document-Level Coding
Table 8: Model details.
['Parameter', 'Value']
We construct a concept vocabulary for embedding initialization following the same specification as the word vocabulary: any concept which does not occur in at least 3 training documents is replaced with an UNK token. We port the optimal hyperparameters reported in Mullenbach et al. With more extensive hyperparameter tuning, we may expect to see a potential increase in the performance of our models over the baseline. Room for future work includes more extensive tuning (see