Multimodal data matters: language model pre-training over structured and
unstructured electronic health records

Multimodal data matters: language model pre-training over structured and unstructured electronic health records

25 January 2022

Papers citing "Multimodal data matters: language model pre-training over structured and unstructured electronic health records"

13 / 13 papers shown

Title
VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text Hassan Akbari Liangzhe Yuan Rui Qian Wei-Hong Chuang Shih-Fu Chang Huayu Chen Boqing Gong ViT 259 581 0 22 Apr 2021
MUFASA: Multimodal Fusion Architecture Search for Electronic Health Records Zhen Xu David R. So Andrew M. Dai Mamba 65 51 0 03 Feb 2021
Med-BERT: pre-trained contextualized embeddings on large-scale structured electronic health records for disease prediction L. Rasmy Yang Xiang Z. Xie Cui Tao Degui Zhi AI4MH LM&MA 66 672 0 22 May 2020
Using Clinical Notes with Time Series Data for ICU Management Swaraj Khadanga Karan Aggarwal Shafiq Joty Jaideep Srivastava 27 56 0 12 Sep 2019
BEHRT: Transformer for Electronic Health Records Yikuan Li Shishir Rao J. R. A. Solares A. Hassaine D. Canoy Yajie Zhu K. Rahimi G. Salimi-Khorshidi OOD 65 452 0 22 Jul 2019
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 120 1,948 0 06 Apr 2019
BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jinhyuk Lee Wonjin Yoon Sungdong Kim Donghyeon Kim Sunkyu Kim Chan Ho So Jaewoo Kang OOD 107 5,579 0 25 Jan 2019
MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare Edward Choi Cao Xiao Walter F. Stewart Jimeng Sun 73 235 0 22 Oct 2018
A Review of Challenges and Opportunities in Machine Learning for Health Marzyeh Ghassemi Tristan Naumann Peter F. Schulam Andrew L. Beam Irene Y. Chen Rajesh Ranganath 16 263 0 01 Jun 2018
RetainVis: Visual Analytics with Interpretable and Interactive Recurrent Neural Networks on Electronic Medical Records Bum Chul Kwon Min-Je Choi J. Kim Edward Choi Young Bin Kim Soonwook Kwon Jimeng Sun Jaegul Choo 55 252 0 28 May 2018
Clinical Concept Embeddings Learned from Massive Sources of Multimodal Medical Data Andrew L. Beam Benjamin Kompa A. Schmaltz Inbar Fried G. Weber N. Palmer Xu Shi Tianxi Cai I. Kohane 33 177 0 04 Apr 2018
Explainable Prediction of Medical Codes from Clinical Text J. Mullenbach Sarah Wiegreffe J. Duke Jimeng Sun Jacob Eisenstein FAtt 49 571 0 15 Feb 2018
Multimodal Machine Learning: A Survey and Taxonomy T. Baltrušaitis Chaitanya Ahuja Louis-Philippe Morency 60 2,890 0 26 May 2017