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This paper is in the following e-collection/theme issue:

Tools, Programs and Algorithms (568) Geographic Information Systems (GIS) (28) Population and Public Health Informatics (143) Surveillance Methods in Population and Public Health (139)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/80431, first published .
Healthcare professionals analyze Singapore health data dashboard with population risk map.

Integrating Clinical Classifications Software Refined, Process Indicators, and Geographic Information System Mapping to Inform Population Health Management: Development of an Interactive Dashboard

Integrating Clinical Classifications Software Refined, Process Indicators, and Geographic Information System Mapping to Inform Population Health Management: Development of an Interactive Dashboard

Authors of this article:

Joshua Kuan Tan1 Author Orcid Image ;   Hao Yi Tan1 Author Orcid Image ;   Gerald Gui Ren Sng2 Author Orcid Image ;   Sing Yi Chia1 Author Orcid Image ;   Su-Yen Goh3 Author Orcid Image ;   Julian Thumboo1 Author Orcid Image ;   Yong Mong Bee2 Author Orcid Image
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Journals

  1. Tan J, Zhao Y, Lim Z, Ang B, Thumboo J, Tan I, Low L, Au M. Trends in healthcare costs and utilisation in SingHealth 2019–2024: The effects of an ageing population. Annals of the Academy of Medicine Singapore 2026;55(6):305 View