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awesome-icd-coding
The awesome papers and materials about ICD coding.
https://github.com/Tou7and/awesome-icd-coding
Last synced: 5 days ago
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Papers
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1995 ~ 2015
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Larkey, L. S., & Croft, W. B. (1996, August). Combining classifiers in text categorization. In Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval (pp. 289-297).
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Larkey, L. S., & Croft, W. B. (1995). Automatic assignment of icd9 codes to discharge summaries. Technical report, University of Massachusetts at Amherst, Amherst, MA.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Larkey, L. S., & Croft, W. B. (1995). Automatic assignment of icd9 codes to discharge summaries. Technical report, University of Massachusetts at Amherst, Amherst, MA.
- Crammer, K., Dredze, M., Ganchev, K., Talukdar, P., & Carroll, S. (2007, June). Automatic code assignment to medical text. In Biological, translational, and clinical language processing (pp. 129-136).
- Pestian, J., Brew, C., Matykiewicz, P., Hovermale, D. J., Johnson, N., Cohen, K. B., & Duch, W. (2007, June). A shared task involving multi-label classification of clinical free text. In Biological, translational, and clinical language processing (pp. 97-104).
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Stanfill, M. H., Williams, M., Fenton, S. H., Jenders, R. A., & Hersh, W. R. (2010). A systematic literature review of automated clinical coding and classification systems. Journal of the American Medical Informatics Association, 17(6), 646-651.
- Subotin, M., & Davis, A. (2014, June). A system for predicting ICD-10-PCS codes from electronic health records. In Proceedings of BioNLP 2014 (pp. 59-67).
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Perotte, A., Pivovarov, R., Natarajan, K., Weiskopf, N., Wood, F., Elhadad, N., 2013. Diagnosis code assignment: models and evaluation metrics. Journal of the American Medical Informatics Association 21, 231–237. URL: https://doi.org/10.1136/amiajnl-2013-002159, doi:10.1136/amiajnl-2013-002159.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
- Farkas, R., & Szarvas, G. (2008, April). Automatic construction of rule-based ICD-9-CM coding systems. In BMC bioinformatics (Vol. 9, No. 3, pp. 1-9). BioMed Central.
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2015 ~ 2018
- Lin, C., Hsu, C. J., Lou, Y. S., Yeh, S. J., Lee, C. C., Su, S. L., & Chen, H. C. (2017). Artificial intelligence learning semantics via external resources for classifying diagnosis codes in discharge notes. Journal of medical Internet research, 19(11), e8344.
- Rios, A., & Kavuluru, R. (2018, October). Few-shot and zero-shot multi-label learning for structured label spaces. In Proceedings of the Conference on Empirical Methods in Natural Language Processing. Conference on Empirical Methods in Natural Language Processing (Vol. 2018, p. 3132). NIH Public Access.
- Mullenbach, J., Wiegreffe, S., Duke, J., Sun, J., & Eisenstein, J. (2018). Explainable prediction of medical codes from clinical text. arXiv preprint arXiv:1802.05695.
- Xiao, C., Choi, E., & Sun, J. (2018). Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review. Journal of the American Medical Informatics Association, 25(10), 1419-1428.
- Xiao, C., Choi, E., & Sun, J. (2018). Opportunities and challenges in developing deep learning models using electronic health records data: a systematic review. Journal of the American Medical Informatics Association, 25(10), 1419-1428.
- Lin, C., Hsu, C. J., Lou, Y. S., Yeh, S. J., Lee, C. C., Su, S. L., & Chen, H. C. (2017). Artificial intelligence learning semantics via external resources for classifying diagnosis codes in discharge notes. Journal of medical Internet research, 19(11), e8344.
- Mullenbach, J., Wiegreffe, S., Duke, J., Sun, J., & Eisenstein, J. (2018). Explainable prediction of medical codes from clinical text. arXiv preprint arXiv:1802.05695.
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2019 ~ 2022
- Kaur, R., University., W.S., 2018. A comparative analysis of selected set of natural language processing (NLP) and machine learning (ML) algorithms for clinical coding using clinical classification standards. URL: http://hdl.handle.net/1959.7/uws:49614. a thesis presented to Western Sydney University, School of Computing, Engineering and Mathematics, in fulfilment of the requirements for the degree of Master of Research
- Zhang, Z., Liu, J., & Razavian, N. (2020). BERT-XML: Large scale automated ICD coding using BERT pretraining. arXiv preprint arXiv:2006.03685.
- Almagro, M., Unanue, R. M., Fresno, V., & Montalvo, S. (2020). ICD-10 coding of Spanish electronic discharge summaries: an extreme classification problem. IEEE Access, 8, 100073-100083.
- Gao, S., Alawad, M., Young, M. T., Gounley, J., Schaefferkoetter, N., Yoon, H. J., ... & Tourassi, G. (2021). Limitations of transformers on clinical text classification. IEEE journal of biomedical and health informatics, 25(9), 3596-3607.
- Kaur, R., Ginige, J. A., & Obst, O. (2021). A Systematic Literature Review of Automated ICD Coding and Classification Systems using Discharge Summaries. arXiv preprint arXiv:2107.10652.
- Kim, B. H., & Ganapathi, V. (2021, October). Read, attend, and code: Pushing the limits of medical codes prediction from clinical notes by machines. In Machine Learning for Healthcare Conference (pp. 196-208). PMLR.
- Wu, Y., Zeng, M., Fei, Z., Yu, Y., Wu, F. X., & Li, M. (2022). Kaicd: A knowledge attention-based deep learning framework for automatic icd coding. Neurocomputing, 469, 376-383.
- Taylor, N., Zhang, Y., Joyce, D., Nevado-Holgado, A., & Kormilitzin, A. (2022). Clinical Prompt Learning with Frozen Language Models. arXiv preprint arXiv:2205.05535.
- Dong, H., Suárez-Paniagua, V., Whiteley, W., & Wu, H. (2021). Explainable automated coding of clinical notes using hierarchical label-wise attention networks and label embedding initialisation. Journal of biomedical informatics, 116, 103728.
- Zhang, Z., Liu, J., & Razavian, N. (2020). BERT-XML: Large scale automated ICD coding using BERT pretraining. arXiv preprint arXiv:2006.03685.
- Kaur, R., Ginige, J. A., & Obst, O. (2021). A Systematic Literature Review of Automated ICD Coding and Classification Systems using Discharge Summaries. arXiv preprint arXiv:2107.10652.
- Taylor, N., Zhang, Y., Joyce, D., Nevado-Holgado, A., & Kormilitzin, A. (2022). Clinical Prompt Learning with Frozen Language Models. arXiv preprint arXiv:2205.05535.
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Related Topics
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Resource
- Paper-with-codes - III benchmarks of ICD-9 medical coding](https://paperswithcode.com/sota/medical-code-prediction-on-mimic-iii).
- icd10data: Free 2022 ICD-10-CM/PCS Medical Coding Reference
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