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- W4287995194 abstract "Abbreviation disambiguation is important for automated clinical note processing due to the frequent use of abbreviations in clinical settings. Current models for automated abbreviation disambiguation are restricted by the scarcity and imbalance of labeled training data, decreasing their generalizability to orthogonal sources. In this work we propose a novel data augmentation technique that utilizes information from related medical concepts, which improves our model's ability to generalize. Furthermore, we show that incorporating the global context information within the whole medical note (in addition to the traditional local context window), can significantly improve the model's representation for abbreviations. We train our model on a public dataset (MIMIC III) and test its performance on datasets from different sources (CASI, i2b2). Together, these two techniques boost the accuracy of abbreviation disambiguation by almost 14% on the CASI dataset and 4% on i2b2." @default.
- W4287995194 created "2022-07-26" @default.
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- W4287995194 date "2019-12-12" @default.
- W4287995194 modified "2023-09-30" @default.
- W4287995194 title "Training without training data: Improving the generalizability of automated medical abbreviation disambiguation" @default.
- W4287995194 doi "https://doi.org/10.48550/arxiv.1912.06174" @default.
- W4287995194 hasPublicationYear "2019" @default.
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