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Published in: Journal of General Internal Medicine 4/2022

01-03-2022 | Addiction | Concise Research Report

Analyzing Online Reviews of Substance Use Disorder Treatment Facilities in the USA Using Machine Learning

Authors: Anish K. Agarwal, MD, MPH, MS, Sharath C. Guntuku, PhD, Zachary F. Meisel, MD, MPH, MS, Arthur Pelullo, MS, Bill Kinkle, RN, EMT-P, CRS, Raina M. Merchant, MD, MS

Published in: Journal of General Internal Medicine | Issue 4/2022

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Excerpt

Substance use disorder (SUD) continues to have alarming impacts on morbidity and mortality.1 Quality metrics for SUD remain undefined and less is known about the patient experience when accessing and obtaining care.2 The search for treatment often begins online where individuals research facilities and are presented with aggregated online reviews. Online reviews are not validated or representative, yet their volume and use are expanding. Research into online reviews of healthcare presents an opportunity to identify trends in organic, patient-driven content.3 Informing the development of SUD treatment metrics with patient perspectives is important. We analyzed online reviews of US SUD treatment facilities to identify potential drivers of patient experience. …
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Metadata
Title
Analyzing Online Reviews of Substance Use Disorder Treatment Facilities in the USA Using Machine Learning
Authors
Anish K. Agarwal, MD, MPH, MS
Sharath C. Guntuku, PhD
Zachary F. Meisel, MD, MPH, MS
Arthur Pelullo, MS
Bill Kinkle, RN, EMT-P, CRS
Raina M. Merchant, MD, MS
Publication date
01-03-2022
Publisher
Springer International Publishing
Published in
Journal of General Internal Medicine / Issue 4/2022
Print ISSN: 0884-8734
Electronic ISSN: 1525-1497
DOI
https://doi.org/10.1007/s11606-021-06618-7

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