The MiPACQ clinical question answering system. Conference Proceeding uri icon

Overview

abstract

  • The Multi-source Integrated Platform for Answering Clinical Questions (MiPACQ) is a QA pipeline that integrates a variety of information retrieval and natural language processing systems into an extensible question answering system. We present the system's architecture and an evaluation of MiPACQ on a human-annotated evaluation dataset based on the Medpedia health and medical encyclopedia. Compared with our baseline information retrieval system, the MiPACQ rule-based system demonstrates 84% improvement in Precision at One and the MiPACQ machine-learning-based system demonstrates 134% improvement. Other performance metrics including mean reciprocal rank and area under the precision/recall curves also showed significant improvement, validating the effectiveness of the MiPACQ design and implementation.

publication date

  • January 1, 2011

Full Author List

  • Cairns BL; Nielsen RD; Masanz JJ; Martin JH; Palmer MS; Ward WH; Savova GK

Additional Document Info

start page

  • 171

end page

  • 180

volume

  • 2011