Document (#41115)

Author

Liu, Y.
Shi, J.
Chen, Y.

Title

Patient-centered and experience-aware mining for effective adverse drug reaction discovery in online health forums

Source

Journal of the Association for Information Science and Technology. 69(2018) no.2, S.215-228

Year

2018

Abstract

Adverse Drug Reactions (ADRs) have become a serious health problem and even a leading cause of death in the United States. Pre-marketing clinical trials and traditional post-marketing surveillance using voluntary and spontaneous report systems are insufficient for ADR detection. On the other hand, online health forums provide valuable evidences in a large scale and in a timely fashion through the active participation of patients, caregivers, and doctors. In this article, we present patient-centered and experience-aware mining framework for effective ADR discovery using online health forum data. Our experimental evaluation with both an official ADR knowledge base and human-annotated ground truth verifies the effectiveness of the proposed method for ADR discovery.

Content

Vgl.: http://onlinelibrary.wiley.com/doi/10.1002/asi.23929/full.

Field

Medizin

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