Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study

21 April 2023

Joakim Edin

Alexander Junge

Jakob Drachmann Havtorn

Papers citing "Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study"

20 / 20 papers shown

Title
RuCCoD: Towards Automated ICD Coding in Russian A. Nesterov Andrey Sakhovskiy Ivan Sviridov Airat Valiev Vladimir Makharev Petr Anokhin Galina Zubkova E. Tutubalina 40 0 0 28 Feb 2025
Patient Trajectory Prediction: Integrating Clinical Notes with Transformers Sifal Klioui Sana Sellami Youssef Trardi 71 0 0 25 Feb 2025
Beyond Label Attention: Transparency in Language Models for Automated Medical Coding via Dictionary Learning John Wu David Wu Jimeng Sun 25 1 0 31 Oct 2024
Don't Just Pay Attention, PLANT It: Transfer L2R Models to Fine-tune Attention in Extreme Multi-Label Text Classification Debjyoti Saharoy J. Aslam Virgil Pavlu VLM 26 0 0 30 Oct 2024
Weakly-supervised diagnosis identification from Italian discharge letters Vittorio Torri Elisa Barbieri Anna Cantarutti Carlo Giaquinto Francesca Ieva 11 0 0 19 Oct 2024
MedCodER: A Generative AI Assistant for Medical Coding Krishanu Das Baksi Elijah Soba John J. Higgins Ravi Saini Jaden Wood ... Jack Scott Nirmala Pudota Tim Weninger Edward Bowen Sanmitra Bhattacharya MedIm 29 2 0 18 Sep 2024
DILA: Dictionary Label Attention for Mechanistic Interpretability in High-dimensional Multi-label Medical Coding Prediction John Wu David Wu Jimeng Sun 54 0 0 16 Sep 2024
An Unsupervised Approach to Achieve Supervised-Level Explainability in Healthcare Records Joakim Edin Maria Maistro Lars Maaløe Lasse Borgholt Jakob Drachmann Havtorn Tuukka Ruotsalo FAtt 24 2 0 13 Jun 2024
Coding historical causes of death data with Large Language Models Bjorn-Richard Pedersen Maisha Islam D. T. Kristoffersen L. A. Bongo E. Garrett Alice Reid H. Sommerseth 20 2 0 13 May 2024
Bespoke Large Language Models for Digital Triage Assistance in Mental Health Care Niall Taylor Andrey Kormilitzin Isabelle Lorge A. Nevado-Holgado Dan W Joyce LM&MA AI4MH 24 0 0 28 Mar 2024
Can GPT-3.5 Generate and Code Discharge Summaries? Matúvs Falis Aryo Pradipta Gema Hang Dong Luke Daines Siddharth Basetti Michael Holder Rose S Penfold Alexandra Birch Beatrice Alex MedIm 16 14 0 24 Jan 2024
Automated Clinical Coding for Outpatient Departments Viktor Schlegel Abhinav Ramesh Kashyap Thanh-Tung Nguyen Tsung-Han Yang Vijay Prakash Dwivedi Wei-Hsian Yin Jeng Wei Stefan Winkle 11 1 0 21 Dec 2023
MedEval: A Multi-Level, Multi-Task, and Multi-Domain Medical Benchmark for Language Model Evaluation Zexue He Yu-Xiang Wang An Yan Yao Liu Eric Y. Chang Amilcare Gentili Julian McAuley Chun-Nan Hsu ELM 54 14 0 21 Oct 2023
Taming the Sigmoid Bottleneck: Provably Argmaxable Sparse Multi-Label Classification Andreas Grivas Antonio Vergari Adam Lopez 17 2 0 16 Oct 2023
Automated clinical coding using off-the-shelf large language models Joseph S. Boyle Antanas Kascenas Pat Lok M. Liakata Alison Q. OÑeil 15 4 0 10 Oct 2023
Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities Jiaoyan Chen Hang Dong Janna Hastings Ernesto Jiménez-Ruiz Vanessa Lopez Pierre Monnin Catia Pesquita Petr vSkoda Valentina A. M. Tamma 19 10 0 29 Sep 2023
Self-Verification Improves Few-Shot Clinical Information Extraction Zelalem Gero Chandan Singh Hao Cheng Tristan Naumann Michel Galley Jianfeng Gao Hoifung Poon 32 51 0 30 May 2023
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding Zhichao Yang Shufan Wang Bhanu Pratap Singh Rawat Avijit Mitra Hong-ye Yu 119 49 0 07 Oct 2022
Self-Supervised Speech Representation Learning: A Review Abdel-rahman Mohamed Hung-yi Lee Lasse Borgholt Jakob Drachmann Havtorn Joakim Edin ... Shang-Wen Li Karen Livescu Lars Maaløe Tara N. Sainath Shinji Watanabe SSL AI4TS 124 339 0 21 May 2022
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 214 607 0 13 Oct 2020