Adverse Drug Event Detection from Electronic Health Records Using Hierarchical Recurrent Neural Networks with Dual-Level Embedding

Drug Safety ◽

10.1007/s40264-018-0765-9 ◽

2019 ◽

Vol 42 (1) ◽

pp. 113-122 ◽

Author(s):

Susmitha Wunnava ◽

Xiao Qin ◽

Tabassum Kakar ◽

Cansu Sen ◽

Elke A. Rundensteiner ◽

...

Keyword(s):

Neural Networks ◽

Electronic Health Records ◽

Adverse Drug Event ◽

Event Detection ◽

Recurrent Neural Networks ◽

Health Records ◽

Electronic Health

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Predictive modeling of structured electronic health records for adverse drug event detection

BMC Medical Informatics and Decision Making ◽

10.1186/1472-6947-15-s4-s1 ◽

2015 ◽

Vol 15 (S4) ◽

Author(s):

Jing Zhao ◽

Aron Henriksson ◽

Lars Asker ◽

Henrik Boström

Keyword(s):

Electronic Health Records ◽

Predictive Modeling ◽

Adverse Drug Event ◽

Event Detection ◽

Health Records ◽

Electronic Health

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Modeling electronic health records in ensembles of semantic spaces for adverse drug event detection

2015 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) ◽

10.1109/bibm.2015.7359705 ◽

2015 ◽

Author(s):

Aron Henriksson ◽

Jing Zhao ◽

Henrik Bostrom ◽

Hercules Dalianis

Keyword(s):

Electronic Health Records ◽

Adverse Drug Event ◽

Event Detection ◽

Health Records ◽

Semantic Spaces ◽

Electronic Health

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Cascading adverse drug event detection in electronic health records

2015 IEEE International Conference on Data Science and Advanced Analytics (DSAA) ◽

10.1109/dsaa.2015.7344869 ◽

2015 ◽

Author(s):

Jing Zhao ◽

Aron Henriksson ◽

Henrik Bostrom

Keyword(s):

Electronic Health Records ◽

Adverse Drug Event ◽

Event Detection ◽

Health Records ◽

Electronic Health

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Dimensionality Reduction with Random Indexing: An Application on Adverse Drug Event Detection Using Electronic Health Records

2014 IEEE 27th International Symposium on Computer-Based Medical Systems ◽

10.1109/cbms.2014.22 ◽

2014 ◽

Author(s):

Isak Karlsson ◽

Jing Zhao

Keyword(s):

Electronic Health Records ◽

Dimensionality Reduction ◽

Adverse Drug Event ◽

Event Detection ◽

Health Records ◽

Random Indexing ◽

Electronic Health

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Enhancing Adverse Drug Event Detection in Electronic Health Records Using Molecular Structure Similarity: Application to Pancreatitis

PLoS ONE ◽

10.1371/journal.pone.0041471 ◽

2012 ◽

Vol 7 (7) ◽

pp. e41471 ◽

Author(s):

Santiago Vilar ◽

Rave Harpaz ◽

Lourdes Santana ◽

Eugenio Uriarte ◽

Carol Friedman

Keyword(s):

Molecular Structure ◽

Electronic Health Records ◽

Adverse Drug Event ◽

Event Detection ◽

Health Records ◽

Structure Similarity ◽

Electronic Health

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Semantics-driven frequent data pattern mining on electronic health records for effective adverse drug event monitoring

2013 IEEE International Conference on Bioinformatics and Biomedicine ◽

10.1109/bibm.2013.6732567 ◽

2013 ◽

Author(s):

Jingshan Huang ◽

Jun Huan ◽

Alexander Tropsha ◽

Jiangbo Dang ◽

He Zhang ◽

...

Keyword(s):

Electronic Health Records ◽

Adverse Drug Event ◽

Pattern Mining ◽

Event Monitoring ◽

Health Records ◽

Electronic Health

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Enhancing mobile spontaneous adverse drug event reporting through electronic health records

eChallenges e-2015 Conference ◽

10.1109/echallenges.2015.7441054 ◽

2015 ◽

Author(s):

Kubilay Kahveci ◽

Mustafa Yuksel ◽

Gokce Banu Laleci Erturkmen

Keyword(s):

Electronic Health Records ◽

Adverse Drug Event ◽

Health Records ◽

Event Reporting ◽

Electronic Health

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Privacy preserving neural networks for electronic health records de-identification

Proceedings of the 12th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics ◽

10.1145/3459930.3469555 ◽

2021 ◽

Author(s):

Tanbir Ahmed ◽

Md Momin Al Aziz ◽

Noman Mohammed ◽

Xiaoqian Jiang

Keyword(s):

Neural Networks ◽

Electronic Health Records ◽

Privacy Preserving ◽

Health Records ◽

Electronic Health

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HCNN: Heterogeneous Convolutional Neural Networks for Comorbid Risk Prediction with Electronic Health Records

2017 IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE) ◽

10.1109/chase.2017.80 ◽

2017 ◽

Author(s):

Jinghe Zhang ◽

Jiaqi Gong ◽

Laura Barnes

Keyword(s):

Neural Networks ◽

Electronic Health Records ◽

Risk Prediction ◽

Convolutional Neural Networks ◽

Health Records ◽

Electronic Health

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Adverse Drug Event Detection in Tweets with Semi-Supervised Convolutional Neural Networks

Proceedings of the 26th International Conference on World Wide Web - WWW '17 ◽

10.1145/3038912.3052671 ◽

2017 ◽

Author(s):

Kathy Lee ◽

Ashequl Qadir ◽

Sadid A. Hasan ◽

Vivek Datla ◽

Aaditya Prakash ◽

...

Keyword(s):

Neural Networks ◽

Convolutional Neural Networks ◽

Adverse Drug Event ◽

Event Detection ◽

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