Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration

8 February 2021

Betty van Aken

Jens-Michalis Papaioannou

Papers citing "Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge Integration"

26 / 26 papers shown

Title
Predicting Multiple ICD-10 Codes from Brazilian-Portuguese Clinical Notes Arthur D. Reys Danilo Silva Daniel de Souza Severo Saulo D. S. Pedro Marcia M. de Souza e Sá Guilherme A. C. Salgado 35 12 0 29 Jul 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 573 2,105 0 28 Jul 2020
Self-Attention Enhanced Patient Journey Understanding in Healthcare System Xueping Peng Guodong Long Tao Shen Sen Wang Jing Jiang AI4TS 50 17 0 15 Jun 2020
Experimental Evaluation and Development of a Silver-Standard for the MIMIC-III Clinical Coding Dataset Thomas Searle Zina M. Ibrahim Richard J. B. Dobson 112 28 0 12 Jun 2020
BERT-XML: Large Scale Automated ICD Coding Using BERT Pretraining Zachariah Zhang Jingshu Liu N. Razavian 64 74 0 26 May 2020
Don't Stop Pretraining: Adapt Language Models to Domains and Tasks Suchin Gururangan Ana Marasović Swabha Swayamdipta Kyle Lo Iz Beltagy Doug Downey Noah A. Smith VLM AI4CE CLL 167 2,440 0 23 Apr 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 187 4,105 0 10 Apr 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 377 1,493 0 18 Mar 2020
Towards unstructured mortality prediction with free-text clinical notes Mohammad Hashir R. Sawhney 58 39 0 19 Nov 2019
Do NLP Models Know Numbers? Probing Numeracy in Embeddings Eric Wallace Yizhong Wang Sujian Li Sameer Singh Matt Gardner 75 265 0 17 Sep 2019
Using Clinical Notes with Time Series Data for ICU Management Swaraj Khadanga Karan Aggarwal Shafiq Joty Jaideep Srivastava 73 59 0 12 Sep 2019
How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations Betty van Aken B. Winter Alexander Loser Felix Alexander Gers 72 154 0 11 Sep 2019
What do you learn from context? Probing for sentence structure in contextualized word representations Ian Tenney Patrick Xia Berlin Chen Alex Jinpeng Wang Adam Poliak ... Najoung Kim Benjamin Van Durme Samuel R. Bowman Dipanjan Das Ellie Pavlick 189 865 0 15 May 2019
ClinicalBERT: Modeling Clinical Notes and Predicting Hospital Readmission Kexin Huang Jaan Altosaar Rajesh Ranganath OOD 133 909 0 10 Apr 2019
Publicly Available Clinical BERT Embeddings Emily Alsentzer John R. Murphy Willie Boag W. Weng Di Jin Tristan Naumann Matthew B. A. McDermott AI4MH 208 1,988 0 06 Apr 2019
An Analysis of Attention over Clinical Notes for Predictive Tasks Sarthak Jain R. Mohammadi Byron C. Wallace 47 22 0 05 Apr 2019
SECTOR: A Neural Model for Coherent Topic Segmentation and Classification Sebastian Arnold Rudolf Schneider Philippe Cudré-Mauroux Felix Alexander Gers Alexander Loser AI4TS 41 85 0 13 Feb 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 182 5,684 0 25 Jan 2019
A Question-Entailment Approach to Question Answering Asma Ben Abacha Dina Demner-Fushman 79 194 0 23 Jan 2019
MiME: Multilevel Medical Embedding of Electronic Health Records for Predictive Healthcare Edward Choi Cao Xiao Walter F. Stewart Jimeng Sun 155 236 0 22 Oct 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,324 0 11 Oct 2018
Deep EHR: Chronic Disease Prediction Using Medical Notes Jingshu Liu Zachariah Zhang N. Razavian 61 105 0 15 Aug 2018
Patient representation learning and interpretable evaluation using clinical notes Madhumita Sushil Simon Suster Kim Luyckx Walter Daelemans SSL 60 48 0 03 Jul 2018
Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU Harini Suresh Jen J. Gong John Guttag 85 86 0 07 Jun 2018
Towards Automated ICD Coding Using Deep Learning Haoran Shi P. Xie Zhiting Hu Ming Zhang Eric Xing 48 142 0 11 Nov 2017
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks Edward Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 210 581 0 19 Mar 2017