Work

CDS-Compare: A Web Application for Machine Learning Assisted Curation of Clinical Order Sets

Year: 2022

Type: book-chapter

Abstract: Order sets that adhere to disease-specific guidelines have been shown to increase clinician efficiency and patient safety but curating these order sets, particularly for consistency across multiple sites, is difficult and time consuming. We created software called CDS-Compare to alleviate the burden on expert reviewers in rapidly and effectively curating large databases of order sets. We applied our clustering-based software to a database of NLP-processed order sets extracted from VA's Electronic Health Record, then had subject-matter experts review the web application version of our software for clustering validity.

Source: Studies in health technology and informatics

DOI: 10.3233/shti220502

Authors: Zackary Falls, Steven H. Brown, Naveed Shah, Frank LeHouillier, Randeep Badwal, Kendria Hall, Gillian Franklin, William H. Kelly, Andrew Holdaway, Diane Montella, Linda Wedemeyer, Sarita Keni, Eric Rose, Jonathan R. Nebeker, Peter L. Elkin

Institutions: University at Buffalo, State University of New York, United States Department of Veterans Affairs, Veterans Health Administration, Vanderbilt University Medical Center, University of Washington, University of Utah, University of Southern Denmark, VA Western New York Healthcare System

Language: English

Topic: Electronic Health Records Systems

Subfield: Health Information Management

Field: Health Professions

Domain: Health Sciences

SDG: Good health and well-being

Open Access status: hybrid

Funders: U.S. Department of Veterans Affairs, National Institutes of Health, National Institute on Alcohol Abuse and Alcoholism, U.S. National Library of Medicine, National Center for Advancing Translational Sciences

Awards: Pain Medication Prescriptions and Misuse Following Treatment for Alcohol Use Disorders, Pain Medication Prescriptions and Misuse Following Treatment for Alcohol Use Disorders, G6276334512, University of Buffalo Clinical and Translational Science Institute, G8725049929, Buffalo Research Innovation in Genomic and Healthcare Technology Education (BRIGHT Education), Buffalo Research Innovation in Genomic and Healthcare Technology (BRIGHT) Short-Term Training and Education

OpenAlex ID: W4281482939

FWCI:

Cites: 9

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Related to: 10