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Updated: May 26, 2026

Online Explorative Study on the Learning Uses of Virtual Reality Among Early Adopters
Published on: November 22, 2019
Who are portal users vs. early e-Visit adopters? A preliminary analysis
1Carnegie Mellon University, Pittsburgh, PA 15213, USA. changmi@andrew.cmu.edu
Early adopters of eVisits (online health consultations) are younger, often female patients in poorer health who frequently use patient portals. Insurance coverage and practice strategies significantly influence eVisit adoption.
Area of Science:
- Health Informatics
- Digital Health
- Healthcare Management
Background:
- Patient portals and eVisits are growing due to consumer demand and technological advancements.
- Despite interest, adoption of online health consultations has been slow, with limited understanding of user demographics.
- Understanding user characteristics is crucial for optimizing digital health service adoption.
Purpose of the Study:
- To identify key features distinguishing early eVisit adopters from general patient portal users.
- To analyze factors influencing eVisit adoption across different ambulatory practices.
- To inform strategies for increasing the uptake of online health consultations.
Main Methods:
- Analysis of data from 10,532 patient portal users, focusing on 336 patients who utilized eVisits.
- Comparison of demographic and health characteristics between eVisit users and general portal users.
- Fixed-effects logistic regression models to assess practice-level variations and insurance impact on eVisit usage.
Main Results:
- eVisit users were younger, predominantly female, not retired, and reported poorer health compared to other portal users.
- eVisit users accessed patient portals more frequently, suggesting higher engagement in health management.
- Practice-specific strategies and insurance coverage for eVisits were significant predictors of adoption.
Conclusions:
- Early eVisit adopters exhibit distinct characteristics, indicating a specific segment of digitally engaged patients.
- Healthcare practice strategies and insurance policies play a vital role in driving eVisit utilization.
- Further research will explore patient and practice characteristics to better understand choices between eVisits and traditional visits.
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