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Medical coding is the task of assigning medical codes to clinical free-text documentation.
Juri Opitz and Sebastian Burst. 2021 · 1911
Earlier work this paper cites.
Physician and Coding Errors in Patient Records
Susan S. Lloyd and J. Peter Rissing. 1985 · 1985
Earlier work this paper cites.
PhysioBank, PhysioToolkit, and PhysioNet: Components of a New Research Resource for Complex Physiologic Signals
A. L. Goldberger, L. A. Amaral, L. Glass, J. M. Hausdorff, P. C. Ivanov, R. G. Mark, J. E. Mietus, G. B. Moody, C. K. Peng, and H. E. Stanley. 2000 · 2000
Earlier work this paper cites.
Measuring Diagnoses: ICD Code Accuracy
Kimberly J O’Malley, Karon F Cook, Matt D Price, Kimberly Raiford Wildes, John F Hurdle, and Carol M Ashton. 2005 · 2005
Earlier work this paper cites.
Wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations
Alexei Baevski, Henry Zhou, Abdelrahman Mohamed, and Michael Auli. 2020 · 2006
Earlier work this paper cites.
A Systematic Literature Review of Automated Clinical Coding and Classification Systems
Mary H. Stanfill, Margaret Williams, Susan H. Fenton, Robert A. Jenders, and William R. Hersh. 2010 · 2009
Earlier work this paper cites.
Pretrained Transformers for Text Ranking: BERT and Beyond
Jimmy Lin, Rodrigo Nogueira, and Andrew Yates. 2021 · 2010
Earlier work this paper cites.
Medical Coding Classification by Leveraging Inter-Code Relationships. In Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD ’10) . Association for Computing Machinery, New York, NY, USA, 193–202
Yan Yan, Glenn Fung, Jennifer G. Dy, and Romer Rosales. 2010 · 2010
Earlier work this paper cites.
Open-Access MIMIC-II Database for Intensive Care Research
Joon Lee, Daniel J. Scott, Mauricio Villarroel, Gari D. Clifford, Mohammed Saeed, and Roger G. Mark. 2011 · 2011
Earlier work this paper cites.
On the Stratification of Multi-label Data. In Machine Learning and Knowledge Discovery in Databases (Lecture Notes in Computer Science) , Dimitrios Gunopulos, Thomas Hofmann, Donato Malerba, and Michalis Vazirgiannis (Eds.). Springer, Berlin, Heidelberg, 145–158
Konstantinos Sechidis, Grigorios Tsoumakas, and Ioannis Vlahavas. 2011 · 2011
Earlier work this paper cites.
Systematic Review of Discharge Coding Accuracy
E.M. Burns, E. Rigby, R. Mamidanna, A. Bottle, P. Aylin, P. Ziprin, and O.D. Faiz. 2012 · 2012
Earlier work this paper cites.
An Audit of the Nature and Impact of Clinical Coding Subjectivity Variability and Error in Otolaryngology
S.a.r. Nouraei, A. Hudovsky, J.s. Virk, P. Chatrath, and G.s. Sandhu. 2013 · 2013
Earlier work this paper cites.
An Empirical Evaluation of Supervised Learning Approaches in Assigning Diagnosis Codes to Electronic Medical Records
Ramakanth Kavuluru, Anthony Rios, and Yuan Lu. 2015 · 2015
Earlier work this paper cites.
ICD Code Retrieval: Novel Approach for Assisted Disease Classification
Stefano Giovanni Rizzo, Danilo Montesi, Andrea Fabbri, and Giulio Marchesini. 2015 · 2015
Earlier work this paper cites.
MIMIC-III, a Freely Accessible Critical Care Database
Alistair E. W. Johnson, Tom J. Pollard, Lu Shen, Li-wei H. Lehman, Mengling Feng, Mohammad Ghassemi, Benjamin Moody, Peter Szolovits, Leo Anthony Celi, and Roger G. Mark. 2016 · 2016
Earlier work this paper cites.
Adam: A Method for Stochastic Optimization
Diederik P. Kingma and Jimmy Ba. 2017 · 2017
Earlier work this paper cites.
Administrative Costs Associated With Physician Billing and Insurance-Related Activities at an Academic Health Care System
Phillip Tseng, Robert S. Kaplan, Barak D. Richman, Mahek A. Shah, and Kevin A. Schulman. 2018 · 2017
Earlier work this paper cites.
Explainable Prediction of Medical Codes from Clinical Text. In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers) . Association for Computational Linguistics, New Orleans, Louisiana, 1101–1111
James Mullenbach, Sarah Wiegreffe, Jon Duke, Jimeng Sun, and Jacob Eisenstein. 2018 · 2018
Cited alongside, same era.
Haoran Shi, Pengtao Xie, Zhiting Hu, Ming Zhang, and Eric P. Xing. 2018 · 2018
Cited alongside, same era.
Improving Medical Code Prediction from Clinical Text via Incorporating Online Knowledge Sources. In The World Wide Web Conference (WWW ’19) . Association for Computing Machinery, New York, NY, USA, 72–82
Tian Bai and Slobodan Vucetic. 2019 · 2019
Cited alongside, same era.
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Limitations of Transformers on Clinical Text Classification
Shang Gao, Mohammed Alawad, M. Todd Young, John Gounley, Noah Schaefferkoetter, Hong Jun Yoon, Xiao-Cheng Wu, Eric B. Durbin, Jennifer Doherty, Antoinette Stroup, Linda Coyle, and Georgia Tourassi. 2021 · 2021
Later among the works it cites.
Does the Magic of BERT Apply to Medical Code Assignment? A Quantitative Study
Shaoxiong Ji, Matti Hölttä, and Pekka Marttinen. 2021 · 2021
Later among the works it cites.
Read, Attend, and Code: Pushing the Limits of Medical Codes Prediction from Clinical Notes by Machines. In Proceedings of the 6th Machine Learning for Healthcare Conference . PMLR, 196–208
Byung-Hak Kim and Varun Ganapathi. 2021 · 2021
Later among the works it cites.
Effective Convolutional Attention Network for Multi-label Clinical Document Classification. In Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing . Association for Computational Linguistics, Online and Punta Cana, Dominican Republic, 5941–5953
Yang Liu, Hua Cheng, Russell Klopfer, Matthew R. Gormley, and Thomas Schaaf. 2021 · 2021
Later among the works it cites.
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Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
Cited alongside, same era.
An Information Retrieval Approach to ICD-10 Classification
Hee Park, José Castaño, Pilar Ávila, David Pérez, Hernán Berinsky, Laura Gambarte, Daniel Luna, and Carlos Otero. 2019 · 2019
Cited alongside, same era.
EHR Coding with Multi-scale Feature Attention and Structured Knowledge Graph Propagation. In Proceedings of the 28th ACM International Conference on Information and Knowledge Management (CIKM ’19) . Association for Computing Machinery, New York, NY, USA, 649–658
Xiancheng Xie, Yun Xiong, Philip S. Yu, and Yangyong Zhu. 2019 · 2019
Cited alongside, same era.
HyperCore: Hyperbolic and Co-graph Representation for Automatic ICD Coding. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . Association for Computational Linguistics, Online, 3105–3114
Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao, Shengping Liu, and Weifeng Chong. 2020 · 2020
Cited alongside, same era.
An Image Is Worth 16x16 Words: Transformers for Image Recognition at Scale. In International Conference on Learning Representations
Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, and Neil Houlsby. 2020 · 2020
Cited alongside, same era.
ICD Coding from Clinical Text Using Multi-Filter Residual Convolutional Neural Network
Fei Li and Hong Yu. 2020 · 2020
Cited alongside, same era.
A Comparison of Deep Learning Methods for ICD Coding of Clinical Records
Elias Moons, Aditya Khanna, Abbas Akkasi, and Marie-Francine Moens. 2020 · 2020
Cited alongside, same era.
Experimental Evaluation and Development of a Silver-Standard for the MIMIC-III Clinical Coding Dataset. In Proceedings of the 19th SIGBioMed Workshop on Biomedical Language Processing . Association for Computational Linguistics, Online, 76–85
Thomas Searle, Zina Ibrahim, and Richard Dobson. 2020 · 2020
Cited alongside, same era.
Explainable Prediction of Medical Codes With Knowledge Graphs
Fei Teng, Wei Yang, L. Chen, Lufei Huang, and Qiang Xu. 2020 · 2020
Cited alongside, same era.
Towards BERT-based Automatic ICD Coding: Limitations and Opportunities. In Proceedings of the 20th Workshop on Biomedical Language Processing . Association for Computational Linguistics, Online, 54–63
Damian Pascual, Sandro Luck, and Roger Wattenhofer. 2021 · 2021
Later among the works it cites.
Automatic ICD Coding via Interactive Shared Representation Networks with Self-distillation Mechanism. In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers) . Association for Computational Linguistics, Online, 5948–5957
Tong Zhou, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao, Kun Niu, Weifeng Chong, and Shengping Liu. 2021 · 2021
Later among the works it cites.
Automated Clinical Coding: What, Why, and Where We Are?
Hang Dong, Matúš Falis, William Whiteley, Beatrice Alex, Joshua Matterson, Shaoxiong Ji, Jiaoyan Chen, and Honghan Wu. 2022 · 2022
Later among the works it cites.
PLM-ICD: Automatic ICD Coding with Pretrained Language Models. In Proceedings of the 4th Clinical Natural Language Processing Workshop . Association for Computational Linguistics, Seattle, WA, 10–20
Chao-Wei Huang, Shang-Chi Tsai, and Yun-Nung Chen. 2022 · 2022
Later among the works it cites.
A Unified Review of Deep Learning for Automated Medical Coding
Shaoxiong Ji, Wei Sun, Hang Dong, Honghan Wu, and Pekka Marttinen. 2022 · 2022
Later among the works it cites.
Decoupled Weight Decay Regularization. In International Conference on Learning Representations
Ilya Loshchilov and Frank Hutter. 2022 · 2022
Later among the works it cites.
ICDBigBird: A Contextual Embedding Model for ICD Code Classification. In Proceedings of the 21st Workshop on Biomedical Language Processing . Association for Computational Linguistics, Dublin, Ireland, 330–336
George Michalopoulos, Michal Malyska, Nicola Sahar, Alexander Wong, and Helen Chen. 2022 · 2022
Later among the works it cites.
Self-Supervised Speech Representation Learning: A Review
Abdelrahman Mohamed, Hung-yi Lee, Lasse Borgholt, Jakob D. Havtorn, Joakim Edin, Christian Igel, Katrin Kirchhoff, Shang-Wen Li, Karen Livescu, Lars Maaløe, Tara N. Sainath, and Shinji Watanabe. 2022 · 2022
Later among the works it cites.
A Review on Deep Neural Networks for ICD Coding
Fei Teng, Yiming Liu, Tianrui Li, Yi Zhang, Shuangqing Li, and Yue Zhao. 2022 · 2022
Later among the works it cites.
Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding
Zhichao Yang, Shufan Wang, Bhanu Pratap Singh Rawat, Avijit Mitra, and Hong Yu. 2022 · 2022
Later among the works it cites.
Code Synonyms Do Matter: Multiple Synonyms Matching Network for Automatic ICD Coding. In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) . Association for Computational Linguistics, Dublin, Ireland, 808–814
Zheng Yuan, Chuanqi Tan, and Songfang Huang. 2022 · 2022
Later among the works it cites.
MIMIC-IV, a Freely Accessible Electronic Health Record Dataset
Alistair E. W. Johnson, Lucas Bulgarelli, Lu Shen, Alvin Gayles, Ayad Shammout, Steven Horng, Tom J. Pollard, Benjamin Moody, Brian Gow, Li-wei H. Lehman, Leo A. Celi, and Roger G. Mark. 2023 · 2023
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Automating the Overburdened Clinical Coding System: Challenges and next Steps
Kaushik P. Venkatesh, Marium M. Raza, and Joseph C. Kvedar. 2023 · 2023
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