Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records

21 June 2021

Papers citing "Hi-BEHRT: Hierarchical Transformer-based model for accurate prediction of clinical events using multimodal longitudinal electronic health records"

29 / 29 papers shown

Title
MedRep: Medical Concept Representation for General Electronic Health Record Foundation Models Junmo Kim Namkyeong Lee Jiwon Kim Kwangsoo Kim 29 0 0 11 Apr 2025
ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling Yuanyun Zhang Shi Li 39 0 0 10 Apr 2025
Improving Representation Learning of Complex Critical Care Data with ICU-BERT Ricardo Santos André V. Carreiro Xi Peng Hugo Gamboa Holger Fröhlich OOD 66 0 0 26 Feb 2025
Self-Explaining Hypergraph Neural Networks for Diagnosis Prediction Leisheng Yu Yanxiao Cai Minxing Zhang Xia Hu FAtt 144 0 0 15 Feb 2025
Advancing Precision Oncology Through Modeling of Longitudinal and Multimodal Data Luoting Zhuang Stephen H. Park Steven J. Skates Ashley E. Prosper Denise R. Aberle William Hsu 117 0 0 11 Feb 2025
Foundation Model of Electronic Medical Records for Adaptive Risk Estimation P. Renc Michal K. Grzeszczyk Nassim Oufattole Deirdre Goode Y. Jia ... J. Was A. E. Samir Jonathan W. Cunningham D. W. Bates Arkadiusz Sitek 44 1 0 10 Feb 2025
Detección Automática de Patologías en Notas Clínicas en Español Combinando Modelos de Lenguaje y Ontologías Médicos Léon-Paul Schaub Torre Pelayo Quirós Helena García Mieres 27 0 0 01 Oct 2024
Enhancing Antibiotic Stewardship using a Natural Language Approach for Better Feature Representation Simon A. Lee Trevor Brokowski Jeffrey N. Chiang 29 8 0 30 May 2024
EHRMamba: Towards Generalizable and Scalable Foundation Models for Electronic Health Records Adibvafa Fallahpour Mahshid Alinoori Arash Afkanpour Amrit Krishnan Mamba 19 2 0 23 May 2024
Global Contrastive Training for Multimodal Electronic Health Records with Language Supervision Yingbo Ma Suraj Kolla Zhenhong Hu Dhruv Kaliraman Victoria Nolan ... Jeremy A. Balch Tyler J. Loftus Parisa Rashidi A. Bihorac B. Shickel AI4TS 25 1 0 10 Apr 2024
A Unified Model for Longitudinal Multi-Modal Multi-View Prediction with Missingness Boqi Chen Junier Oliva Marc Niethammer 30 2 0 18 Mar 2024
Temporal Cross-Attention for Dynamic Embedding and Tokenization of Multimodal Electronic Health Records Yingbo Ma Suraj Kolla Dhruv Kaliraman Victoria Nolan Zhenhong Hu ... T. Ozrazgat-Baslanti Tyler J. Loftus Parisa Rashidi A. Bihorac B. Shickel AI4TS 27 1 0 06 Mar 2024
Towards Reducing Diagnostic Errors with Interpretable Risk Prediction Denis Jered McInerney William Dickinson Lucy Flynn Andrea Young Geoffrey S. Young Jan Willem van de Meent Byron C. Wallace 24 1 0 15 Feb 2024
Emergency Department Decision Support using Clinical Pseudo-notes Simon A. Lee Sujay Jain Alex Chen Kyoka Ono Jennifer Fang Á. Rudas Jeffrey N. Chiang 19 8 0 31 Jan 2024
Event-Based Contrastive Learning for Medical Time Series Hyewon Jeong Nassim Oufattole Matthew B. A. McDermott Aparna Balagopalan P. Chandak Marzyeh Ghassemi Collin M. Stultz 21 4 0 16 Dec 2023
Self Attention with Temporal Prior: Can We Learn More from Arrow of Time? Kyung Geun Kim Byeong Tak Lee AI4TS 19 0 0 29 Oct 2023
CPLLM: Clinical Prediction with Large Language Models Ofir Ben Shoham Nadav Rappoport LM&MA 34 24 0 20 Sep 2023
Consensus of state of the art mortality prediction models: From all-cause mortality to sudden death prediction Yola Jones F. Deligianni Jeffrey Stephen Dalton P. Pellicori John G. F. Cleland OOD 18 0 0 30 Aug 2023
Sequential Multi-Dimensional Self-Supervised Learning for Clinical Time Series Aniruddh Raghu P. Chandak Ridwan Alam John Guttag Collin M. Stultz AI4TS 17 13 0 20 Jul 2023
Several categories of Large Language Models (LLMs): A Short Survey Saurabh Pahune Manoj Chandrasekharan AILaw 17 14 0 05 Jul 2023
Transformers in Healthcare: A Survey Subhash Nerella S. Bandyopadhyay Jiaqing Zhang Miguel Contreras Scott Siegel ... Jessica Sena B. Shickel A. Bihorac Kia Khezeli Parisa Rashidi MedIm AI4CE 19 25 0 30 Jun 2023
Event Stream GPT: A Data Pre-processing and Modeling Library for Generative, Pre-trained Transformers over Continuous-time Sequences of Complex Events Matthew B. A. McDermott Bret A. Nestor Peniel Argaw I. Kohane AI4TS 24 21 0 20 Jun 2023
Temporal-spatial Correlation Attention Network for Clinical Data Analysis in Intensive Care Unit Weizhi Nie Yu-Yi Yu Chen Zhang Dan Song Lina Zhao Yunru Bai 21 6 0 03 Jun 2023
DuETT: Dual Event Time Transformer for Electronic Health Records Alex Labach Aslesha Pokhrel Xiao Shi Huang S. Zuberi S. Yi M. Volkovs T. Poutanen Rahul G. Krishnan AI4TS MedIm 20 3 0 25 Apr 2023
Soft-prompt tuning to predict lung cancer using primary care free-text Dutch medical notes Auke Elfrink Iacopo Vagliano A. Abu-Hanna Iacer Calixto 6 4 0 28 Mar 2023
The Shaky Foundations of Clinical Foundation Models: A Survey of Large Language Models and Foundation Models for EMRs Michael Wornow Yizhe Xu Rahul Thapa Birju S. Patel E. Steinberg Scott L. Fleming M. Pfeffer Jason Alan Fries N. Shah LM&MA 23 32 0 22 Mar 2023
ExBEHRT: Extended Transformer for Electronic Health Records to Predict Disease Subtypes & Progressions M. Rupp Oriane Peter T. Pattipaka 14 9 0 22 Mar 2023
Clinical outcome prediction under hypothetical interventions -- a representation learning framework for counterfactual reasoning Yikuan Li M. Mamouei Shishir Rao A. Hassaine D. Canoy Thomas Lukasiewicz K. Rahimi G. Salimi-Khorshidi OOD CML AI4CE 21 1 0 15 May 2022
Multi-Task Prediction of Clinical Outcomes in the Intensive Care Unit using Flexible Multimodal Transformers B. Shickel P. Tighe A. Bihorac Parisa Rashidi 16 5 0 09 Nov 2021