A Review of Recent Work in Transfer Learning and Domain Adaptation for Natural Language Processing of Electronic Health Records

Med-BERT: pretrained contextualized embeddings on large-scale structured electronic health records for disease prediction

(2021) Laila Rasmy et al.   npj Digital Medicine

Research on Chinese Medical Named Entity Recognition Based on Collaborative Cooperation of Multiple Neural Network Models

(2020) Bin Ji et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Does BERT need domain adaptation for clinical negation detection?

(2020) Chen Lin et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

BEHRT: Transformer for Electronic Health Records

(2020) Yikuan Li et al.   Scientific Reports

Neural transfer learning for assigning diagnosis codes to EMRs

(2019) Anthony Rios et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Supervised methods to extract clinical events from cardiology reports in Italian

(2019) Natalia Viani et al.   JOURNAL OF BIOMEDICAL INFORMATICS

A cross-lingual approach to automatic ICD-10 coding of death certificates by exploring machine translation

(2019) Mario Almagro et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Deep learning for named entity recognition on Chinese electronic medical records: Combining deep transfer learning with multitask bi-directional LSTM RNN

(2019) Xishuang Dong et al.   PLoS One

Multitask learning and benchmarking with clinical time series data

(2019) Hrayr Harutyunyan et al.   Scientific Data

Named entity recognition in electronic health records using transfer learning bootstrapped Neural Networks

(2019) Luka Gligic et al.   NEURAL NETWORKS

Clinical Natural Language Processing in languages other than English: opportunities and challenges

(2018) Aurélie Névéol et al.   Journal of Biomedical Semantics

Annotating longitudinal clinical narratives for de-identification: The 2014 i2b2/UTHealth corpus

(2015) Amber Stubbs et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Evaluating the state of the art in coreference resolution for electronic medical records

(2012) Ozlem Uzuner et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

2010 i2b2/VA challenge on concepts, assertions, and relations in clinical text

(2011) Özlem Uzuner et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Extracting medication information from clinical text

(2010) Özlem Uzuner et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Recognizing Obesity and Comorbidities in Sparse Data

(2009) O. Uzuner   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION