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Does the Magic of BERT Apply to Medical Code Assignment? A Quantitative Study

11 March 2021

Papers citing "Does the Magic of BERT Apply to Medical Code Assignment? A Quantitative Study"

31 / 31 papers shown

Title
LLM Library Learning Fails: A LEGO-Prover Case Study Ian Berlot-Attwell Frank Rudzicz Xujie Si ELM 49 0 0 03 Apr 2025
RuCCoD: Towards Automated ICD Coding in Russian A. Nesterov Andrey Sakhovskiy Ivan Sviridov Airat Valiev Vladimir Makharev Petr Anokhin Galina Zubkova E. Tutubalina 144 0 0 28 Feb 2025
MKE-Coder: Multi-Axial Knowledge with Evidence Verification in ICD Coding for Chinese EMRs Xinxin You Xien Liu Xue Yang Ziyi Wang Ji Wu 92 0 0 19 Feb 2025
TempoFormer: A Transformer for Temporally-aware Representations in Change Detection Talia Tseriotou Adam Tsakalidis Maria Liakata 56 0 0 28 Aug 2024
Continuous Predictive Modeling of Clinical Notes and ICD Codes in Patient Health Records Mireia Hernandez Caralt Clarence Boon Liang Ng Marek Rei 58 1 0 19 May 2024
CoRelation: Boosting Automatic ICD Coding Through Contextualized Code Relation Learning Junyu Luo Xiaochen Wang Jiaqi Wang Aofei Chang Yaqing Wang Fenglong Ma 81 9 0 24 Feb 2024
An Eye on Clinical BERT: Investigating Language Model Generalization for Diabetic Eye Disease Phenotyping Keith Harrigian Tina Tang Anthony Gonzales Cindy X. Cai Mark Dredze VLM 63 2 0 15 Nov 2023
Towards Semi-Structured Automatic ICD Coding via Tree-based Contrastive Learning C. Lu Chandan K. Reddy Ping Wang Yue Ning 79 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 69 3 0 10 Oct 2023
A Comprehensive Evaluation of Large Language Models on Benchmark Biomedical Text Processing Tasks Fangshuo Liao Md Tahmid Rahman Laskar Cruz Barnum Jimmy Xiangji Huang AI4MH LM&MA 97 82 0 06 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 90 12 0 29 Sep 2023
Content Reduction, Surprisal and Information Density Estimation for Long Documents Shaoxiong Ji Wei Sun Pekka Marttinen 81 2 0 12 Sep 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 78 39 0 21 Apr 2023
Modelling Temporal Document Sequences for Clinical ICD Coding Clarence Boon Liang Ng Diogo Santos Marek Rei 62 8 0 24 Feb 2023
A Novel Collaborative Self-Supervised Learning Method for Radiomic Data Zhiyuan Li Hailong Li Anca L. Ralescu Jonathan R. Dillman N. Parikh Lili He 60 9 0 20 Feb 2023
Multi-label Few-shot ICD Coding as Autoregressive Generation with Prompt Zhichao Yang Sunjae Kwon Zonghai Yao Hongfeng Yu 71 18 0 24 Nov 2022
An Automatic ICD Coding Network Using Partition-Based Label Attention Daeseong Kim Haanju Yoo Sewon Kim 86 5 0 15 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 166 14 0 04 Nov 2022
How Long Is Enough? Exploring the Optimal Intervals of Long-Range Clinical Note Language Modeling Samuel Cahyawijaya Bryan Wilie Holy Lovenia Huang Zhong Mingqian Zhong Yuk-Yu Nancy Ip Pascale Fung LM&MA 57 2 0 25 Oct 2022
Developing a general-purpose clinical language inference model from a large corpus of clinical notes Madhumita Sushil Dana Ludwig A. Butte V. Rudrapatna LM&MA 69 12 0 12 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 174 55 0 07 Oct 2022
Entity Anchored ICD Coding Jay DeYoung Han-Chin Shing Luyang Kong C. Winestock Chaitanya P. Shivade 103 5 0 15 Aug 2022
Revisiting Transformer-based Models for Long Document Classification Xiang Dai Ilias Chalkidis S. Darkner Desmond Elliott VLM 69 69 0 14 Apr 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 92 70 0 21 Mar 2022
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding Zheng Yuan Chuanqi Tan Songfang Huang OffRL 109 75 0 03 Mar 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 96 29 0 08 Jan 2022
Description-based Label Attention Classifier for Explainable ICD-9 Classification M. Feucht Zhiliang Wu Sophia Althammer Volker Tresp 77 19 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 49 7 0 10 Sep 2021
Multitask Balanced and Recalibrated Network for Medical Code Prediction Wei Sun Shaoxiong Ji Min Zhang Pekka Marttinen 103 15 0 06 Sep 2021
Efficacy of BERT embeddings on predicting disaster from Twitter data Ashis Kumar Chanda 84 13 0 08 Aug 2021
Multitask Recalibrated Aggregation Network for Medical Code Prediction Wei Sun Shaoxiong Ji Min Zhang Pekka Marttinen 82 9 0 02 Apr 2021