Extracting Consumer Health Expressions of Drug Safety from Web Forum

被引:2
|
作者
Yang, Ming [1 ]
Kiang, Melody [2 ]
机构
[1] Cent Univ Finance & Econ, Beijing, Peoples R China
[2] Calif State Univ Long Beach, Long Beach, CA 90840 USA
来源
2015 48TH HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES (HICSS) | 2015年
关键词
VOCABULARY;
D O I
10.1109/HICSS.2015.350
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Consumers often have difficulties expressing and understanding medical terminologies due to gaps in their domain knowledge and those of the health care professionals. This language gap is a barrier to effective health information seeking, and ultimately, informed decision making. However, despite the recent research on mismatches between consumer and professional languages, there have been limited studies tackles on how to effectively discover consumer health-related expressions through mining of social media data. In this research, we propose an automatic key-phrase extraction approach to identify consumer health expressions with regard to adverse drug reaction (ADRs) in social media. These identified expressions can help to extend current Consumer Health Vocabularies (CHV) and to enhance the performance of ADRs signal detection for pharmacovigilance systems. The proposed method can be applied to other problem domains that require automatic key-phrase extraction when there is a mismatch between the languages used by the layperson and the professionals.
引用
收藏
页码:2896 / 2905
页数:10
相关论文
共 50 条
  • [21] Extracting Company Information from the Web
    Lam, Man I.
    Gong, Zhiguo
    Guo, Jingzhi
    2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 3640 - 3645
  • [22] Extracting Templates from Web pages
    Manjula, R.
    Chilambuchelvan, A.
    2013 INTERNATIONAL CONFERENCE ON GREEN COMPUTING, COMMUNICATION AND CONSERVATION OF ENERGY (ICGCE), 2013, : 788 - 791
  • [23] Extracting Knowledge from Web Data
    Ezzikouri, Hanane
    Fakir, Mohamed
    Daoui, Cherki
    Erritali, Mohamed
    JOURNAL OF INFORMATION TECHNOLOGY RESEARCH, 2014, 7 (04) : 27 - 41
  • [24] Extracting table information from the Web
    Kim, YS
    Lee, KH
    DOCUMENT ANALYSIS SYSTEMS VI, PROCEEDINGS, 2004, 3163 : 438 - 441
  • [25] Extracting spatial knowledge from the Web
    Morimoto, Y
    Aono, M
    Houle, ME
    McCurley, KS
    2003 SYMPOSIUM ON APPLICATIONS AND THE INTERNET, PROCEEDINGS, 2003, : 326 - 333
  • [26] Extracting semistructured information from Web
    Huang, Yu-Qing
    Qi, Guang-Zhi
    Zhang, Fu-Yan
    Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design & Computer Graphics, 2000, 12 (03): : 230 - 234
  • [27] Extracting Logical Schema from the Web
    Vincenza Carchiolo
    Alessandro Longheu
    Michele Malgeri
    Applied Intelligence, 2003, 18 : 341 - 355
  • [28] Extracting Comparative Commonsense from the Web
    Cao, Yanan
    Cao, Cungen
    Zang, Liangjun
    Wang, Shi
    Wang, Dongsheng
    INTELLIGENT INFORMATION PROCESSING V, 2010, 340 : 154 - 162
  • [29] Extracting bilingual terms from the Web
    Gaizauskas, Robert
    Paramita, Monica Lestari
    Barker, Emma
    Pinnis, Marcis
    Aker, Ahmet
    Pahisa Sole, Marta
    TERMINOLOGY, 2015, 21 (02): : 205 - 236
  • [30] Food safety risks and consumer health
    Chassy, Bruce M.
    NEW BIOTECHNOLOGY, 2010, 27 (05) : 534 - 544