Skip to main content
Top

2016 | OriginalPaper | Chapter

Research and Implementation for Rural Medical Information Extraction Method

Authors : Yutong Gao, Feifan Song, Xiaqing Xie, Shengnan Geng, Wenling Tang

Published in: Computational Intelligence and Intelligent Systems

Publisher: Springer Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Currently, the input of rural clinic system in china is the symptom from patients’ descriptions. However, the existing problems in patients’ descriptions are irregular and colloquial description, too much irrelevant information, etc. We need to use information extraction technology to extract more useful information as the input information of the following procedure for better matching between symptom and illness and enhancing the accuracy of the clinic. We designed an information extraction method for rural clinic using open source tools. Based on the machine learning methods, we extract time and degree information was extracted from the patients’ descriptions. We designed and implement parallelization of the algorithms to speed up the response.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Stefanov, T.: System for information extraction from news sites. Math. Softw. Eng. 1(1), 25–30 (2015) Stefanov, T.: System for information extraction from news sites. Math. Softw. Eng. 1(1), 25–30 (2015)
2.
go back to reference Kreuzthaler, M., Schulz, S., Berghold, A.: Secondary use of electronic health records for building cohort studies through top-down information extraction. J. Biomed. Inform. 53, 188–195 (2015)CrossRef Kreuzthaler, M., Schulz, S., Berghold, A.: Secondary use of electronic health records for building cohort studies through top-down information extraction. J. Biomed. Inform. 53, 188–195 (2015)CrossRef
3.
go back to reference Opitz, T., Azé, J., Bringay, S., et al.: Breast cancer and quality of life: medical information extraction from health forums. In: Medical Informatics Europe, pp. 1070–1074 (2014) Opitz, T., Azé, J., Bringay, S., et al.: Breast cancer and quality of life: medical information extraction from health forums. In: Medical Informatics Europe, pp. 1070–1074 (2014)
4.
go back to reference Deleger, L., Molnar, K., Savova, G., et al.: Large-scale evaluation of automated clinical note de-identification and its impact on information extraction. J. Am. Med. Inform. Assoc. 20(1), 84–94 (2013)CrossRef Deleger, L., Molnar, K., Savova, G., et al.: Large-scale evaluation of automated clinical note de-identification and its impact on information extraction. J. Am. Med. Inform. Assoc. 20(1), 84–94 (2013)CrossRef
5.
go back to reference Bakken, S., Hyun, S., Friedman, C., et al.: A comparison of semantic categories of the ISO reference terminology models for nursing and the MedLEE natural language processing system. Medinfo 11(Pt 1), 472–476 (2004) Bakken, S., Hyun, S., Friedman, C., et al.: A comparison of semantic categories of the ISO reference terminology models for nursing and the MedLEE natural language processing system. Medinfo 11(Pt 1), 472–476 (2004)
6.
go back to reference Fung, K.W., Jao, C.S., Demner-Fushman, D.: Extracting drug indication information from structured product labels using natural language processing. J. Am. Med. Inform. Assoc. 20(3), 482–488 (2013)CrossRef Fung, K.W., Jao, C.S., Demner-Fushman, D.: Extracting drug indication information from structured product labels using natural language processing. J. Am. Med. Inform. Assoc. 20(3), 482–488 (2013)CrossRef
7.
go back to reference Song, P., Bruza, D.: Based on Information Inference.In: Proceedings of the 14th International Symposium on Methodologies for Intelligent Systems, pp. 297–306 (2003) Song, P., Bruza, D.: Based on Information Inference.In: Proceedings of the 14th International Symposium on Methodologies for Intelligent Systems, pp. 297–306 (2003)
8.
go back to reference Zelikovitz, S.: Transductive LSI for short text classification problems. In: Proceedings of the 17th International FLAIRS Conference (2004) Zelikovitz, S.: Transductive LSI for short text classification problems. In: Proceedings of the 17th International FLAIRS Conference (2004)
9.
go back to reference Chang, P., Ma, H.: Efficient short texts keyword extraction method analysis. Comput. Eng. Appl. 47(20), 126–128 (2011) Chang, P., Ma, H.: Efficient short texts keyword extraction method analysis. Comput. Eng. Appl. 47(20), 126–128 (2011)
10.
go back to reference Dittrich, J., Quiané-Ruiz, J.A.: Efficient big data processing in Hadoop MapReduce. Proc. VLDB Endowment 5(12), 2014–2015 (2012)CrossRef Dittrich, J., Quiané-Ruiz, J.A.: Efficient big data processing in Hadoop MapReduce. Proc. VLDB Endowment 5(12), 2014–2015 (2012)CrossRef
Metadata
Title
Research and Implementation for Rural Medical Information Extraction Method
Authors
Yutong Gao
Feifan Song
Xiaqing Xie
Shengnan Geng
Wenling Tang
Copyright Year
2016
Publisher
Springer Singapore
DOI
https://doi.org/10.1007/978-981-10-0356-1_59

Premium Partner