Electronic Health Records As a Platform for Audiological Research: Data Validity, Patient Characteristics, and Hearing-Aid Use Persistence Among 731,213 U.S. Veterans

Saunders, Gabrielle H.; Dillard, Lauren K.; Zobay, Oliver; Cannon, John B.; Naylor, Graham

Abstract

Objectives:

This article presents a summary of audiological, general health, and hearing aid (HA) outcome data in a large sample of U.S. Veterans receiving HAs. The current article also provides the foundation for a series of papers that will explore relationships between a wide range of factors and HA outcomes.

Design:

The patient sample is all (n = 731,213) patients for whom HAs were ordered between April 2012 and October 2014 through the U.S. Veterans Health Administration Remote Order Entry System. For these patients, Veterans Affairs electronic health records (EHRs) stored in various databases provided data on demographics, received diagnostic and procedure codes (2007 to 2017), audiometry, self-reported outcomes up to 6 months postfitting, and HA battery orders (to 2017). Data cleaning and preparation was carried out and is discussed with reference to insights that provide potential value to other researchers pursuing similar studies. HA battery order data over time was used to derive a measure of long-term HA use persistence. Descriptive statistics were used to characterize the sample, comparative analyses against other data supported basic validity assessment, and bivariate analyses probed novel associations between patient characteristics and HA use persistence at 2 years postfitting.

Results:

Following extensive cleaning and data preparation, the data show plausible characteristics on diverse metrics and exhibit adequate validity based on comparisons with other published data. Further, rates of HA use persistence are favorable when compared against therapy persistence data for other major chronic conditions. The data also show that the presence of certain comorbid conditions (Parkinson’s disease, diabetes, arthritis, and visual impairment) are associated with significantly lower HA use persistence, as are prior inpatient admissions (especially among new HA recipients), and that increasing levels of multimorbidity, in general, are associated with decreasing HA use persistence. This is all despite the fact that deriving relevant audiological care-process variables from the available records was not straightforward, especially concerning the definition of the date of HA fitting, and the use of battery ordering data to determine long-term HA use persistence.

Conclusions:

We have shown that utilizing EHRs in audiology has the potential to provide novel insights into clinical practice patterns, audiologic outcomes, and relations between factors pertaining to hearing and to other health conditions in clinical populations, despite the potential pitfalls regarding the lack of control over the variables available and limitations on how the data are entered. We thus conclude that research using EHRs has the potential to be an integral supplement to population-based and epidemiologic research in the field of audiology.

Citation

Saunders, G. H., Dillard, L. K., Zobay, O., Cannon, J. B., & Naylor, G. (2021). Electronic Health Records As a Platform for Audiological Research: Data Validity, Patient Characteristics, and Hearing-Aid Use Persistence Among 731,213 U.S. Veterans. Ear and Hearing, 42(4), 927-940. https://doi.org/10.1097/AUD.0000000000000980

• Journal Article Type: Article
• Acceptance Date: Oct 7, 2020
• Online Publication Date: Dec 16, 2020
• Publication Date: 2021-07
• Deposit Date: Dec 2, 2020
• Publicly Available Date: Dec 17, 2021
• Journal: Ear and Hearing
• Print ISSN: 0196-0202
• Electronic ISSN: 1538-4667
• Publisher: Lippincott, Williams & Wilkins
• Peer Reviewed: Peer Reviewed
• Volume: 42
• Issue: 4
• Pages: 927-940
• DOI: https://doi.org/10.1097/AUD.0000000000000980
• Keywords: Audiology, Comorbidity , Electronic health records , Hearing aid outcome , Hearing aid use , Hearing aids, Hearing health care, Multimorbidity, Persistence , Veterans Administration , Veterans Health Administration
• Public URL: https://nottingham-repository.worktribe.com/output/5095280
• Publisher URL: https://journals.lww.com/ear-hearing/Abstract/9000/Electronic_Health_Records_As_a_Platform_for.98574.aspx