Explainable Prediction of Medical Codes from Clinical Text

15 February 2018

Jimeng Sun

Papers citing "Explainable Prediction of Medical Codes from Clinical Text"

50 / 75 papers shown

Title
HoloDx: Knowledge- and Data-Driven Multimodal Diagnosis of Alzheimer's Disease Qiuhui Chen Jintao Wang Gang Wang Yi Hong 52 0 0 27 Apr 2025
The Rise of Small Language Models in Healthcare: A Comprehensive Survey Muskan Garg Shaina Raza Shebuti Rayana Xingyi Liu Sunghwan Sohn LM&MA AILaw 92 0 0 23 Apr 2025
Selective Attention Federated Learning: Improving Privacy and Efficiency for Clinical Text Classification Yue Li L. Zhang 36 0 0 16 Apr 2025
A Study of the Plausibility of Attention between RNN Encoders in Natural Language Inference Duc Hau Nguyen Duc Hau Nguyen Pascale Sébillot 54 5 0 23 Jan 2025
Beyond Label Attention: Transparency in Language Models for Automated Medical Coding via Dictionary Learning John Wu David Wu Jimeng Sun 52 1 0 31 Oct 2024
DILA: Dictionary Label Attention for Mechanistic Interpretability in High-dimensional Multi-label Medical Coding Prediction John Wu David Wu Jimeng Sun 159 0 0 16 Sep 2024
AlpaPICO: Extraction of PICO Frames from Clinical Trial Documents Using LLMs Madhusudan Ghosh Shrimon Mukherjee Asmit Ganguly Partha Basuchowdhuri S. Naskar Debasis Ganguly 36 7 0 15 Sep 2024
Enhancing Healthcare through Large Language Models: A Study on Medical Question Answering Haoran Yu Chang Yu Zihan Wang Dongxian Zou Hao Qin AI4MH LM&MA 43 25 0 08 Aug 2024
CoRelation: Boosting Automatic ICD Coding Through Contextualized Code Relation Learning Junyu Luo Xiaochen Wang Jiaqi Wang Aofei Chang Yaqing Wang Fenglong Ma 30 7 0 24 Feb 2024
Inadequacy of common stochastic neural networks for reliable clinical decision support Adrian Lindenmeyer Malte Blattmann S. Franke Thomas Neumuth Daniel Schneider BDL 35 1 0 24 Jan 2024
A Pseudo-Semantic Loss for Autoregressive Models with Logical Constraints Kareem Ahmed Kai-Wei Chang Mathias Niepert 46 10 0 06 Dec 2023
Surpassing GPT-4 Medical Coding with a Two-Stage Approach Zhichao Yang S. S. Batra Joel Stremmel Eran Halperin ELM 32 5 0 22 Nov 2023
Explainable Depression Symptom Detection in Social Media Eliseo Bao Souto Anxo Perez Javier Parapar 30 5 0 20 Oct 2023
Multimodal Recommender Systems in the Prediction of Disease Comorbidity Aashish Cheruvu 16 2 0 30 Aug 2023
Copy Recurrent Neural Network Structure Network Xiaofan Zhou Xunzhu Tang 19 0 0 22 May 2023
An Exploration of Encoder-Decoder Approaches to Multi-Label Classification for Legal and Biomedical Text Yova Kementchedjhieva Ilias Chalkidis 34 21 0 09 May 2023
Mimic-IV-ICD: A new benchmark for eXtreme MultiLabel Classification Thanh-Tung Nguyen Viktor Schlegel Abhinav Ramesh Kashyap Stefan Winkler Shao-Syuan Huang Jie-Jyun Liu Chih-Jen Lin 29 14 0 27 Apr 2023
Multi label classification of Artificial Intelligence related patents using Modified D2SBERT and Sentence Attention mechanism Yongmin Yoo Tak-Sung Heo D. Lim Deaho Seo 19 5 0 03 Mar 2023
CHiLL: Zero-shot Custom Interpretable Feature Extraction from Clinical Notes with Large Language Models Denis Jered McInerney Geoffrey S. Young Jan-Willem van de Meent Byron C. Wallace 12 18 0 23 Feb 2023
Interpretability in Activation Space Analysis of Transformers: A Focused Survey Soniya Vijayakumar AI4CE 35 3 0 22 Jan 2023
Towards Reconciling Usability and Usefulness of Explainable AI Methodologies Pradyumna Tambwekar Matthew C. Gombolay 36 8 0 13 Jan 2023
Automated ICD Coding using Extreme Multi-label Long Text Transformer-based Models Leibo Liu O. Perez-Concha Anthony N. Nguyen Vicki Bennett Louisa R Jorm 38 18 0 12 Dec 2022
HieNet: Bidirectional Hierarchy Framework for Automated ICD Coding Shi Wang Daniel Tang Luchen Zhang Huilin Li Ding-Jung Han 24 10 0 09 Dec 2022
Multi-label Few-shot ICD Coding as Autoregressive Generation with Prompt Zhichao Yang Sunjae Kwon Zonghai Yao Hongfeng Yu 26 17 0 24 Nov 2022
Towards Explaining Subjective Ground of Individuals on Social Media Younghun Lee Dan Goldwasser 31 1 0 18 Nov 2022
BERT for Long Documents: A Case Study of Automated ICD Coding Arash Afkanpour Shabir Adeel H. Bassani Arkady Epshteyn Hongbo Fan ... Sanjana Woonna S. Zamani Elli Kanal M. Fomitchev Donny Cheung 44 14 0 04 Nov 2022
Revisiting Attention Weights as Explanations from an Information Theoretic Perspective Bingyang Wen K. P. Subbalakshmi Fan Yang FAtt 27 6 0 31 Oct 2022
Can Current Explainability Help Provide References in Clinical Notes to Support Humans Annotate Medical Codes? Byung-Hak Kim Zhongfen Deng Philip S. Yu Varun Ganapathi ELM 45 6 0 28 Oct 2022
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 29 82 0 13 Oct 2022
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 121 49 0 07 Oct 2022
Does Attention Mechanism Possess the Feature of Human Reading? A Perspective of Sentiment Classification Task Leilei Zhao Yingyi Zhang Chengzhi Zhang 35 2 0 08 Sep 2022
PLM-ICD: Automatic ICD Coding with Pretrained Language Models Chao-Wei Huang Shang-Chi Tsai Yun-Nung Chen 40 49 0 12 Jul 2022
CAVES: A Dataset to facilitate Explainable Classification and Summarization of Concerns towards COVID Vaccines Soham Poddar Azlaan Mustafa Samad Rajdeep Mukherjee Niloy Ganguly Saptarshi Ghosh 25 26 0 28 Apr 2022
MeSHup: A Corpus for Full Text Biomedical Document Indexing Xindi Wang Robert E. Mercer Frank Rudzicz AI4CE 31 2 0 28 Apr 2022
ICDBigBird: A Contextual Embedding Model for ICD Code Classification George Michalopoulos Michal Malyska Nicola Sahar Alexander Wong Helen H. Chen 25 20 0 21 Apr 2022
Revisiting Transformer-based Models for Long Document Classification Xiang Dai Ilias Chalkidis S. Darkner Desmond Elliott VLM 18 68 0 14 Apr 2022
Enriching Unsupervised User Embedding via Medical Concepts Xiaolei Huang Franck Dernoncourt Mark Dredze 23 3 0 20 Mar 2022
Explainability in Graph Neural Networks: An Experimental Survey Peibo Li Yixing Yang Maurice Pagnucco Yang Song 29 31 0 17 Mar 2022
Multimodal data matters: language model pre-training over structured and unstructured electronic health records Sicen Liu Xiaolong Wang Yongshuai Hou Ge Li Hui Wang Huiqin Xu Yang Xiang Buzhou Tang 52 30 0 25 Jan 2022
Label-dependent and event-guided interpretable disease risk prediction using EHRs Shuai Niu Yunya Song Qing Yin Yike Guo Xian Yang 27 2 0 18 Jan 2022
Label Dependent Attention Model for Disease Risk Prediction Using Multimodal Electronic Health Records Shuai Niu Qing Yin Yunya Song Yike Guo Xian Yang 29 10 0 18 Jan 2022
A Unified Review of Deep Learning for Automated Medical Coding Shaoxiong Ji Wei Sun Xiaobo Li Hang Dong Ara Taalas Yijia Zhang Honghan Wu Esa Pitkänen Pekka Marttinen AI4TS MedIm 26 27 0 08 Jan 2022
Explain, Edit, and Understand: Rethinking User Study Design for Evaluating Model Explanations Siddhant Arora Danish Pruthi Norman M. Sadeh William W. Cohen Zachary Chase Lipton Graham Neubig FAtt 40 38 0 17 Dec 2021
Explainable Deep Learning in Healthcare: A Methodological Survey from an Attribution View Di Jin Elena Sergeeva W. Weng Geeticka Chauhan Peter Szolovits OOD 39 55 0 05 Dec 2021
Efficient Symptom Inquiring and Diagnosis via Adaptive Alignment of Reinforcement Learning and Classification Hongyi Yuan Sheng Yu 24 15 0 01 Dec 2021
Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation Yicong Li Hongxu Chen Yile Li Lin Li Philip S. Yu Guandong Xu 15 15 0 24 Nov 2021
Multi-granular Legal Topic Classification on Greek Legislation C. Papaloukas Ilias Chalkidis Konstantinos Athinaios D. Pantazi Manolis Koubarakis AILaw 42 23 0 30 Sep 2021
Description-based Label Attention Classifier for Explainable ICD-9 Classification M. Feucht Zhiliang Wu Sophia Althammer Volker Tresp 16 18 0 24 Sep 2021
CoPHE: A Count-Preserving Hierarchical Evaluation Metric in Large-Scale Multi-Label Text Classification Matús Falis Hang Dong Alexandra Birch Beatrice Alex 24 6 0 10 Sep 2021
MultiEURLEX -- A multi-lingual and multi-label legal document classification dataset for zero-shot cross-lingual transfer Ilias Chalkidis Manos Fergadiotis Ion Androutsopoulos AILaw 27 107 0 02 Sep 2021