Explainable Prediction of Medical Codes from Clinical Text

15 February 2018

Jimeng Sun

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

50 / 55 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 89 0 0 23 Apr 2025
Selective Attention Federated Learning: Improving Privacy and Efficiency for Clinical Text Classification Yue Li L. Zhang 34 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 47 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 44 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 98 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 29 7 0 15 Sep 2024
A Pseudo-Semantic Loss for Autoregressive Models with Logical Constraints Kareem Ahmed Kai-Wei Chang Guy Van den Broeck 26 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 24 5 0 22 Nov 2023
Explainable Depression Symptom Detection in Social Media Eliseo Bao Souto Anxo Perez Javier Parapar 24 5 0 20 Oct 2023
Copy Recurrent Neural Network Structure Network Xiaofan Zhou Xunzhu Tang 11 0 0 22 May 2023
An Exploration of Encoder-Decoder Approaches to Multi-Label Classification for Legal and Biomedical Text Yova Kementchedjhieva Ilias Chalkidis 26 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 24 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 11 5 0 03 Mar 2023
Interpretability in Activation Space Analysis of Transformers: A Focused Survey Soniya Vijayakumar AI4CE 27 3 0 22 Jan 2023
Towards Reconciling Usability and Usefulness of Explainable AI Methodologies Pradyumna Tambwekar Matthew C. Gombolay 28 8 0 13 Jan 2023
Multi-label Few-shot ICD Coding as Autoregressive Generation with Prompt Zhichao Yang Sunjae Kwon Zonghai Yao Hongfeng Yu 18 17 0 24 Nov 2022
Towards Explaining Subjective Ground of Individuals on Social Media Younghun Lee Dan Goldwasser 23 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 36 14 0 04 Nov 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 35 6 0 28 Oct 2022
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 25 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 119 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 22 2 0 08 Sep 2022
PLM-ICD: Automatic ICD Coding with Pretrained Language Models Chao-Wei Huang Shang-Chi Tsai Yun-Nung Chen 26 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 17 26 0 28 Apr 2022
ICDBigBird: A Contextual Embedding Model for ICD Code Classification George Michalopoulos Michal Malyska Nicola Sahar Alexander Wong Helen H. Chen 17 20 0 21 Apr 2022
Enriching Unsupervised User Embedding via Medical Concepts Xiaolei Huang Franck Dernoncourt Mark Dredze 15 3 0 20 Mar 2022
Explainability in Graph Neural Networks: An Experimental Survey Peibo Li Yixing Yang M. Pagnucco Yang Song 21 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 22 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 21 9 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 19 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 30 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 31 55 0 05 Dec 2021
Efficient Symptom Inquiring and Diagnosis via Adaptive Alignment of Reinforcement Learning and Classification Hongyi Yuan Sheng Yu 19 15 0 01 Dec 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 16 106 0 02 Sep 2021
PyEuroVoc: A Tool for Multilingual Legal Document Classification with EuroVoc Descriptors Andrei-Marius Avram V. Pais D. Tufis AILaw VLM 19 17 0 02 Aug 2021
Parameter Selection: Why We Should Pay More Attention to It Jie-Jyun Liu Tsung-Han Yang Si-An Chen Chih-Jen Lin 25 6 0 08 Jul 2021
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review Irene Z Li Jessica Pan Jeremy Goldwasser Neha Verma Wai Pan Wong ... Matthew Zhang David Chang R. Taylor H. Krumholz Dragomir R. Radev BDL 19 154 0 07 Jul 2021
TransICD: Transformer Based Code-wise Attention Model for Explainable ICD Coding Biplob Biswas Thai-Hoang Pham Ping Zhang 11 29 0 28 Mar 2021
AIST: An Interpretable Attention-based Deep Learning Model for Crime Prediction Yeasir Rayhan T. Hashem 10 22 0 16 Dec 2020
Cross-Loss Influence Functions to Explain Deep Network Representations Andrew Silva Rohit Chopra Matthew C. Gombolay TDI 13 15 0 03 Dec 2020
Large Scale Legal Text Classification Using Transformer Models Zein Shaheen G. Wohlgenannt Erwin Filtz AILaw 21 67 0 24 Oct 2020
Medical Code Assignment with Gated Convolution and Note-Code Interaction Shaoxiong Ji Shirui Pan Pekka Marttinen MedIm 22 18 0 14 Oct 2020
An Empirical Study on Large-Scale Multi-Label Text Classification Including Few and Zero-Shot Labels Ilias Chalkidis Manos Fergadiotis Sotiris Kotitsas Prodromos Malakasiotis Nikolaos Aletras Ion Androutsopoulos VLM AI4TS 12 84 0 04 Oct 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 11 27 0 12 Jun 2020
Explainable Prediction of Adverse Outcomes Using Clinical Notes Justin Lovelace N. Hurley A. Haimovich B. Mortazavi BDL FAtt 13 2 0 30 Oct 2019
Constructing Artificial Data for Fine-tuning for Low-Resource Biomedical Text Tagging with Applications in PICO Annotation Gaurav Singh Zahra Sabet John Shawe-Taylor James Thomas 13 7 0 21 Oct 2019
Does BERT Make Any Sense? Interpretable Word Sense Disambiguation with Contextualized Embeddings Gregor Wiedemann Steffen Remus Avi Chawla Chris Biemann 16 174 0 23 Sep 2019
Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations Xiang Yue Zhen Wang Jingong Huang S. Parthasarathy Soheil Moosavinasab Yungui Huang S. Lin Wen Zhang Ping Zhang Huan Sun GNN 11 325 0 12 Jun 2019