The wired patient: Patterns of electronic patient portal use among patients with cardiac disease or diabetes

James Brian Jones, Jonathan P. Weiner, Nirav R. Shah, Walter F. Stewart

Research output: Contribution to journalArticlepeer-review

32 Scopus citations


Background: As providers develop an electronic health record-based infrastructure, patients are increasingly using Web portals to access their health information and participate electronically in the health care process. Little is known about how such portals are actually used. Objective: In this paper, our goal was to describe the types and patterns of portal users in an integrated delivery system. Methods: We analyzed 12 months of data from Web server log files on 2282 patients using a Web-based portal to their electronic health record (EHR). We obtained data for patients with cardiovascular disease and/or diabetes who had a Geisinger Clinic primary care provider and were registered "MyGeisinger" Web portal users. Hierarchical cluster analysis was applied to longitudinal data to profile users based on their frequency, intensity, and consistency of use. User types were characterized by basic demographic data from the EHR. Results: We identified eight distinct portal user groups. The two largest groups (41.98%, 948/2258 and 24.84%, 561/2258) logged into the portal infrequently but had markedly different levels of engagement with their medical record. Other distinct groups were characterized by tracking biometric measures (10.54%, 238/2258), sending electronic messages to their provider (9.25%, 209/2258), preparing for an office visit (5.98%, 135/2258), and tracking laboratory results (4.16%, 94/2258). Conclusions: There are naturally occurring groups of EHR Web portal users within a population of adult primary care patients with chronic conditions. More than half of the patient cohort exhibited distinct patterns of portal use linked to key features. These patterns of portal access and interaction provide insight into opportunities for electronic patient engagement strategies.

Original languageEnglish (US)
Article numbere42
JournalJournal of medical Internet research
Issue number2
StatePublished - Feb 1 2015


  • Electronic health record
  • Electronic patient portal
  • Patient web portal
  • Personal health record
  • eHealth

ASJC Scopus subject areas

  • Health Informatics


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