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Cross-institution text mining to uncover clinical associations: a case study relating social factors and code status in intensive care medicine


Jan 16, 2023
Madhumita Sushil, Atul J. Butte, Ewoud Schuit, Maarten van Smeden, Artuur M. Leeuwenberg

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Topic Modeling on Clinical Social Work Notes for Exploring Social Determinants of Health Factors


Dec 02, 2022
Shenghuan Sun, Travis Zack, Madhumita Sushil, Atul J. Butte

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* Under review 

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Developing a general-purpose clinical language inference model from a large corpus of clinical notes


Oct 12, 2022
Madhumita Sushil, Dana Ludwig, Atul J. Butte, Vivek A. Rudrapatna

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* Under review 

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Distilling neural networks into skipgram-level decision lists


May 18, 2020
Madhumita Sushil, Simon Ć uster, Walter Daelemans

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Why can't memory networks read effectively?


Oct 16, 2019
Simon Ć uster, Madhumita Sushil, Walter Daelemans

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Rule induction for global explanation of trained models


Aug 29, 2018
Madhumita Sushil, Simon Ć uster, Walter Daelemans

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* Accepted at the Workshop on 'Analyzing and interpreting neural networks for NLP' (BlackboxNLP), EMNLP 2018 

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Patient representation learning and interpretable evaluation using clinical notes


Jul 03, 2018
Madhumita Sushil, Simon Ć uster, Kim Luyckx, Walter Daelemans

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* Journal of Biomedical Informatics Volume 84C (2018) pp. 103-113 
* Accepted manuscript at Journal of Biomedical Informatics 

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Unsupervised patient representations from clinical notes with interpretable classification decisions


Nov 14, 2017
Madhumita Sushil, Simon Ć uster, Kim Luyckx, Walter Daelemans

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* Accepted poster at NIPS 2017 Workshop on Machine Learning for Health (https://ml4health.github.io/2017/

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