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Hits 1 – 2 of 2
1
Distributed knowledge based clinical auto-coding system
Kaur, Rajvir
(S33301). - : U.S., Association for Computational Linguistics, 2019
Abstract:
Codification of free-text clinical narratives have long been recognised to be beneficial for secondary uses such as funding, insurance claim processing and research. In recent years, many researchers have studied the use of Natural Language Processing (NLP), related Machine Learning (ML) methods and techniques to resolve the problem of manual coding of clinical narratives. Most of the studies are focused on classification systems relevant to the U.S and there is a scarcity of studies relevant to Australian classification systems such as ICD- 10-AM and ACHI. Therefore, we aim to develop a knowledge-based clinical auto-coding system, that utilise appropriate NLP and ML techniques to assign ICD-10-AM and ACHI codes to clinical records, while adhering to both local coding standards (Australian Coding Standard) and international guidelines that get updated and validated continuously.
Keyword:
080107 - Natural Language Processing
;
080702 - Health Informatics
;
classification
;
data processing
;
distributed databases
;
medical informatics
;
medical records
;
natural language processing (computer science)
URL:
http://hdl.handle.net/1959.7/uws:55697
https://doi.org/10.18653/v1/P19-2001
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2
Comparative analysis of algorithmic approaches for auto-coding with ICD-10-AM and ACHI
Kaur, Rajvir
(S33301);
Ginige, Jeewani A.
(R12232). - : Netherlands, IOS Press, 2018
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