A Unified Review of Deep Learning for Automated Medical Coding

8 January 2022

Papers citing "A Unified Review of Deep Learning for Automated Medical Coding"

23 / 23 papers shown

Title
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 26 2 0 18 Sep 2024
Exploring the Consistency, Quality and Challenges in Manual and Automated Coding of Free-text Diagnoses from Hospital Outpatient Letters Warren Del-Pinto G. Demetriou M. Jani Rikesh Patel Leanne Gray Alexander Bulcock Niels Peek A. Kanter William G Dixon Goran Nenadic 8 1 0 17 Nov 2023
Towards Semi-Structured Automatic ICD Coding via Tree-based Contrastive Learning C. Lu Chandan K. Reddy Ping Wang Yue Ning 16 2 0 14 Oct 2023
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis Prediction Xueren Ge Satpathy Abhishek Ronald D. Williams John A. Stankovic H. Alemzadeh 16 1 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 13 6 0 29 Sep 2023
MHLAT: Multi-hop Label-wise Attention Model for Automatic ICD Coding Junwen Duan Han Jiang Ying Yu 13 2 0 16 Sep 2023
Content Reduction, Surprisal and Information Density Estimation for Long Documents Shaoxiong Ji Wei Sun Pekka Marttinen 9 2 0 12 Sep 2023
MDACE: MIMIC Documents Annotated with Code Evidence Hua Cheng Rana Jafari April Russell Russell Klopfer Edmond Lu Benjamin Striner Matthew R. Gormley 25 7 0 07 Jul 2023
Automated Medical Coding on MIMIC-III and MIMIC-IV: A Critical Review and Replicability Study Joakim Edin Alexander Junge Jakob Drachmann Havtorn Lasse Borgholt Maria Maistro Tuukka Ruotsalo Lars Maaløe 10 36 0 21 Apr 2023
An Automatic ICD Coding Network Using Partition-Based Label Attention Daeseong Kim Haanju Yoo Sewon Kim 14 5 0 15 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 24 6 0 28 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
Automated Clinical Coding: What, Why, and Where We Are? Hang Dong Matús Falis W. Whiteley Beatrice Alex Joshua Matterson Shaoxiong Ji Jiaoyan Chen Honghan Wu 9 64 0 21 Mar 2022
Contextual Semantic Embeddings for Ontology Subsumption Prediction Jiaoyan Chen Yuan He Yuxia Geng Ernesto Jiménez-Ruiz Hang Dong Ian Horrocks 30 49 0 20 Feb 2022
When in Doubt: Improving Classification Performance with Alternating Normalization Menglin Jia A. Reiter Ser-Nam Lim Yoav Artzi Claire Cardie 22 13 0 28 Sep 2021
Parameter Selection: Why We Should Pay More Attention to It Jie-Jyun Liu Tsung-Han Yang Si-An Chen Chih-Jen Lin 14 6 0 08 Jul 2021
PyHealth: A Python Library for Health Predictive Models Yue Zhao Zhi Qiao Cao Xiao Lucas Glass Jimeng Sun LM&MA VLM OOD AI4TS AI4MH 14 22 0 11 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 238 1,898 0 31 Dec 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 246 1,982 0 28 Jul 2020
Natural Language Processing Advancements By Deep Learning: A Survey A. Torfi Rouzbeh A. Shirvani Yaser Keneshloo Nader Tavvaf Edward A. Fox AI4CE VLM 68 158 0 02 Mar 2020
A Survey on Knowledge Graphs: Representation, Acquisition and Applications Shaoxiong Ji Shirui Pan Erik Cambria Pekka Marttinen Philip S. Yu 164 1,877 0 02 Feb 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 234 11,568 0 09 Mar 2017
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 238 13,283 0 25 Aug 2014