Evaluating mobile patient portals from a health behavioral change support perspective: mining user feedback using topic modeling

Information systems are increasingly playing a major role in the cost-effective delivery of healthcare services. Recently, the healthcare industry has shifted its focus toward patient-centered care, in which patients play a major role in managing their health. As a result, healthcare providers are employing patient portals - consumer-centric tools - to strengthen patients' ability to actively manage their health and healthcare. In this study, we extend the existing literature on patient portals by examining the functionalities and features of current portals from users' experiences with mobile patient portal apps, mapping the identified functionalities and features to established design principles of health behavioral change support systems, and identifying limitations of existing patient portals. Results show that current patient portal apps are limited with respect to integration with medical devices, social support, customization, persuasive messages, and peer-based technical support.

Authors

Institutions

Publication Details

Journal
Informatics for Health and Social Care
Published
2026-01-07
DOI
https://doi.org/10.1080/17538157.2025.2610694
Primary Topic
Electronic Health Records Systems
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Evaluating mobile patient portals from a health behavioral change support perspective: mining user feedback using topic modeling

Cherie Noteboom, Abdullah Wahbeh, Mohammad Al-Ramahi, Sajda Shaheen Qureshi
Informatics for Health and Social Care
Electronic Health Records Systems
article

Evaluating mobile patient portals from a health behavioral change support perspective: mining user feedback using topic modeling

Cherie Noteboom, Abdullah Wahbeh, Mohammad Al-Ramahi, Sajda Shaheen Qureshi
article en

Abstract

Information systems are increasingly playing a major role in the cost-effective delivery of healthcare services. Recently, the healthcare industry has shifted its focus toward patient-centered care, in which patients play a major role in managing their health. As a result, healthcare providers are employing patient portals - consumer-centric tools - to strengthen patients' ability to actively manage their health and healthcare. In this study, we extend the existing literature on patient portals by examining the functionalities and features of current portals from users' experiences with mobile patient portal apps, mapping the identified functionalities and features to established design principles of health behavioral change support systems, and identifying limitations of existing patient portals. Results show that current patient portal apps are limited with respect to integration with medical devices, social support, customization, persuasive messages, and peer-based technical support.

Informatics for Health and Social Care
University of Nebraska at Omaha (US), Dakota State University (US), Slippery Rock University (US), United Way (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 95%
Electronic Health Records Systems
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Evaluating mobile patient portals from a health behavioral change support perspective: mining user feedback using topic modeling — Cherie Noteboom, Abdullah Wahbeh, et al. · Informatics for Health and Social Care (2026) | TGRS Research Map | TGRS