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1
Learning Disentangled Representations of Negation and Uncertainty ...
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2
Natural language processing applied to mental illness detection: a narrative review
In: NPJ Digit Med (2022)
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3
Investigating Text Simplification Evaluation ...
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4
Investigating Text Simplification Evaluation ...
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5
Towards BERT-based Automatic ICD Coding: Limitations and Opportunities
In: Proceedings of the 20th Workshop on Biomedical Language Processing (2021)
Abstract: Automatic ICD coding is the task of assigning codes from the International Classification of Diseases (ICD) to medical notes. These codes describe the state of the patient and have multiple applications, e.g., computer-assisted diagnosis or epidemiological studies. ICD coding is a challenging task due to the complexity and length of medical notes. Unlike the general trend in language processing, no transformer model has been reported to reach high performance on this task. Here, we investigate in detail ICD coding using PubMedBERT, a state-of-the-art transformer model for biomedical language understanding. We find that the difficulty of fine-tuning the model on long pieces of text is the main limitation for BERT-based models on ICD coding. We run extensive experiments and show that despite the gap with current state-of-the-art, pretrained transformers can reach competitive performance using relatively small portions of text. We point at better methods to aggregate information from long texts as the main need for improving BERT-based ICD coding.
URL: https://hdl.handle.net/20.500.11850/497651
https://doi.org/10.3929/ethz-b-000497651
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6
BioVAE: a pre-trained latent variable language model for biomedical text mining
In: Bioinformatics (2021)
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7
Hypothesis, analysis and synthesis: it’s all Greek to me! ...
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8
Hypothesis, analysis and synthesis: it’s all Greek to me! ...
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9
Hypothesis, analysis and synthesis: it’s all Greek to me! ...
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10
Modelling Instance-Level Annotator Reliability for Natural Language Labelling Tasks ...
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11
Inter-sentence Relation Extraction with Document-level Graph Convolutional Neural Network ...
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12
Hypothesis, analysis and synthesis: it’s all Greek to me! ...
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13
Improving reference prioritisation with PICO recognition
Brockmeier, Austin J.; Ju, Meizhi; Przybyła, Piotr. - : BioMed Central, 2019
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14
Improving clinical named entity recognition in Chinese using the graphical and phonetic feature
Wang, Yifei; Ananiadou, Sophia; Tsujii, Jun’ichi. - : BioMed Central, 2019
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15
Identification of research hypotheses and new knowledge from scientific literature ...
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16
Identification of research hypotheses and new knowledge from scientific literature ...
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17
Hypothesis, analysis and synthesis: it’s all Greek to me! ...
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18
Constructing a biodiversity terminological inventory
Nguyen, Nhung T. H.; Soto, Axel J.; Kontonatsios, Georgios. - : Public Library of Science, 2017
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19
Distributed Document and Phrase Co-embeddings for Descriptive Clustering
Kontonatsios, Georgios; Sato, Motoki; Mu, Tingting. - : Association for Computational Linguistics, 2017
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20
Enriching news events with meta-knowledge information [<Journal>]
Thompson, Paul [Verfasser]; Nawaz, Raheel [Sonstige]; McNaught, John [Sonstige].
DNB Subject Category Language
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