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ISMAC: An Intelligent System for Customized Clinical Case Management and Analysis

Clinical cases are primary and vital evidence for Traditional Chinese Medicine (TCM) clinical research. A great deal of medical knowledge is hidden in the clinical cases of the highly experienced TCM practitioner. With a deep Chinese culture background and years of clinical experience, an experience...

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Detalles Bibliográficos
Autores principales: You, Mingyu, Chen, Chong, Li, Guo-Zheng, Yan, Shi-Xing, Sun, Sheng, Zeng, Xue-Qiang, Zhao, Qing-Ce, Xu, Liao-Yu, Huang, Su-Ying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4606075/
https://www.ncbi.nlm.nih.gov/pubmed/26495425
http://dx.doi.org/10.1155/2015/473168
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author You, Mingyu
Chen, Chong
Li, Guo-Zheng
Yan, Shi-Xing
Sun, Sheng
Zeng, Xue-Qiang
Zhao, Qing-Ce
Xu, Liao-Yu
Huang, Su-Ying
author_facet You, Mingyu
Chen, Chong
Li, Guo-Zheng
Yan, Shi-Xing
Sun, Sheng
Zeng, Xue-Qiang
Zhao, Qing-Ce
Xu, Liao-Yu
Huang, Su-Ying
author_sort You, Mingyu
collection PubMed
description Clinical cases are primary and vital evidence for Traditional Chinese Medicine (TCM) clinical research. A great deal of medical knowledge is hidden in the clinical cases of the highly experienced TCM practitioner. With a deep Chinese culture background and years of clinical experience, an experienced TCM specialist usually has his or her unique clinical pattern and diagnosis idea. Preserving huge clinical cases of experienced TCM practitioners as well as exploring the inherent knowledge is then an important but arduous task. The novel system ISMAC (Intelligent System for Management and Analysis of Clinical Cases in TCM) is designed and implemented for customized management and intelligent analysis of TCM clinical data. Customized templates with standard and expert-standard symptoms, diseases, syndromes, and Chinese Medince Formula (CMF) are constructed in ISMAC, according to the clinical diagnosis and treatment characteristic of each TCM specialist. With these templates, clinical cases are archived in order to maintain their original characteristics. Varying data analysis and mining methods, grouped as Basic Analysis, Association Rule, Feature Reduction, Cluster, Pattern Classification, and Pattern Prediction, are implemented in the system. With a flexible dataset retrieval mechanism, ISMAC is a powerful and convenient system for clinical case analysis and clinical knowledge discovery.
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spelling pubmed-46060752015-10-22 ISMAC: An Intelligent System for Customized Clinical Case Management and Analysis You, Mingyu Chen, Chong Li, Guo-Zheng Yan, Shi-Xing Sun, Sheng Zeng, Xue-Qiang Zhao, Qing-Ce Xu, Liao-Yu Huang, Su-Ying ScientificWorldJournal Research Article Clinical cases are primary and vital evidence for Traditional Chinese Medicine (TCM) clinical research. A great deal of medical knowledge is hidden in the clinical cases of the highly experienced TCM practitioner. With a deep Chinese culture background and years of clinical experience, an experienced TCM specialist usually has his or her unique clinical pattern and diagnosis idea. Preserving huge clinical cases of experienced TCM practitioners as well as exploring the inherent knowledge is then an important but arduous task. The novel system ISMAC (Intelligent System for Management and Analysis of Clinical Cases in TCM) is designed and implemented for customized management and intelligent analysis of TCM clinical data. Customized templates with standard and expert-standard symptoms, diseases, syndromes, and Chinese Medince Formula (CMF) are constructed in ISMAC, according to the clinical diagnosis and treatment characteristic of each TCM specialist. With these templates, clinical cases are archived in order to maintain their original characteristics. Varying data analysis and mining methods, grouped as Basic Analysis, Association Rule, Feature Reduction, Cluster, Pattern Classification, and Pattern Prediction, are implemented in the system. With a flexible dataset retrieval mechanism, ISMAC is a powerful and convenient system for clinical case analysis and clinical knowledge discovery. Hindawi Publishing Corporation 2015 2015-10-01 /pmc/articles/PMC4606075/ /pubmed/26495425 http://dx.doi.org/10.1155/2015/473168 Text en Copyright © 2015 Mingyu You et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
You, Mingyu
Chen, Chong
Li, Guo-Zheng
Yan, Shi-Xing
Sun, Sheng
Zeng, Xue-Qiang
Zhao, Qing-Ce
Xu, Liao-Yu
Huang, Su-Ying
ISMAC: An Intelligent System for Customized Clinical Case Management and Analysis
title ISMAC: An Intelligent System for Customized Clinical Case Management and Analysis
title_full ISMAC: An Intelligent System for Customized Clinical Case Management and Analysis
title_fullStr ISMAC: An Intelligent System for Customized Clinical Case Management and Analysis
title_full_unstemmed ISMAC: An Intelligent System for Customized Clinical Case Management and Analysis
title_short ISMAC: An Intelligent System for Customized Clinical Case Management and Analysis
title_sort ismac: an intelligent system for customized clinical case management and analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4606075/
https://www.ncbi.nlm.nih.gov/pubmed/26495425
http://dx.doi.org/10.1155/2015/473168
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