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Clinical notes are assigned ICD codes - sets of codes for diagnoses and procedures.
International statistical classification of diseases and related health problems
WHO. 1948 · 1948
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Value of ICD-9-coded chief complaints for detection of epidemics
Fu-Chiang Tsui, Michael M. Wagner, Virginia M. Dato, and Chung-Chou Ho Chang. 2002 · 2002
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The unified medical language system (UMLS): Integrating biomedical terminology
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Automatic construction of rule-based ICD-9-CM coding systems
Richárd Farkas and György Szarvas. 2008 · 2008
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MIMIC-III, a freely accessible critical care database
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Selecting relevant features from the electronic health record for clinical code prediction
Elyne Scheurwegs, Boris Cule, Kim Luyckx, Leon Luyten, and Walter Daelemans. 2017 · 2017
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Towards automated ICD coding using deep learning
Haoran Shi, Pengtao Xie, Zhiting Hu, Ming Zhang, and Eric P. Xing. 2017 · 2017
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Explainable prediction of medical codes from clinical text
James Mullenbach, Sarah Wiegreffe, Jon Duke, Jimeng Sun, and Jacob Eisenstein. 2018 · 2018
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Ontological attention ensembles for capturing semantic concepts in ICD code prediction from clinical text
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HyperCore: Hyperbolic and co-graph representation for automatic ICD coding
Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao, Shengping Liu, and Weifeng Chong. 2020 · 2020
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Pretrained language models for biomedical and clinical tasks: Understanding and extending the state-of-the-art
Patrick Lewis, Myle Ott, Jingfei Du, and Veselin Stoyanov. 2020 · 2020
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ICD coding from clinical text using multi-filter residual convolutional neural network
Fei Li and Hong Yu. 2020 · 2020
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Effective convolutional attention network for multi-label clinical document classification
Yang Liu, Hua Cheng, Russell Klopfer, Matthew R. Gormley, and Thomas Schaaf. 2021 · 2021
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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 · 2021
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An extensive data processing pipeline for MIMIC-IV
Mehak Gupta, Brennan Gallamoza, Nicolas Cutrona, Pranjal Dhakal, Raphael Poulain, and Rahmatollah Beheshti. 2022 · 2022
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PLM-ICD: Automatic ICD coding with pretrained language models
Chao-Wei Huang, Shang-Chi Tsai, and Yun-Nung Chen. 2022 · 2022
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Benchmarking emergency department triage prediction models with machine learning and large public electronic health records
Feng Xie, Jun Zhou, Jin Wee Lee, Mingrui Tan, Siqi Li, Logasan S/O Rajnthern, Marcel Lucas Chee, Bibhas Chakraborty, An-Kwok Ian Wong, Alon Dagan, Marcus Ong, Fei Gao, and Nan Liu. 2022 · 2022
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Thanh Vu, Dat Quoc Nguyen, and Anthony Nguyen. 2020 · 2020
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