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Evaluation of Criteria2Query: Towards Augmented Intelligence for Cohort Identification

  • Cong Liu
  • , Hao Liu
  • , Casey Ta
  • , James Roger
  • , Alex Butler
  • , Junghwan Lee
  • , Jaehyun Kim
  • , Ning Shang
  • , Chunhua Weng

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Electronic healthcare records data promises to improve the efficiency of patient eligibility screening, which is an important factor in the success of clinical trials and observational studies. To bridge the sociotechnical gap in cohort identification by end-users, who are clinicians or researchers unfamiliar with underlying EHR databases, we previously developed a natural language query interface named Criteria2Query (C2Q) that automatically transforms free-text eligibility criteria to executable database queries. In this study, we present a comprehensive evaluation of C2Q to generate more actionable insights to inform the design and evaluation of future natural language user interfaces for clinical databases, towards the realization of Augmented Intelligence (AI) for clinical cohort definition via e-screening.

Original languageEnglish
Title of host publicationMEDINFO 2021
Subtitle of host publicationOne World, One Health - Global Partnership for Digital Innovation - Proceedings of the 18th World Congress on Medical and Health Informatics
EditorsPaula Otero, Philip Scott, Susan Z. Martin, Elaine Huesing
PublisherIOS Press BV
Pages297-300
Number of pages4
ISBN (Electronic)9781643682648
DOIs
StatePublished - 6 Jun 2022
Event18th World Congress on Medical and Health Informatics: One World, One Health - Global Partnership for Digital Innovation, MEDINFO 2021 - Virtual, Online
Duration: 2 Oct 20214 Oct 2021

Publication series

NameStudies in Health Technology and Informatics
Volume290
ISSN (Print)0926-9630
ISSN (Electronic)1879-8365

Conference

Conference18th World Congress on Medical and Health Informatics: One World, One Health - Global Partnership for Digital Innovation, MEDINFO 2021
CityVirtual, Online
Period2/10/214/10/21

Keywords

  • Artificial Intelligence (AI)
  • Clinical Trial
  • Natural Language Processing

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