Currently submitted to: JMIR Formative Research
Date Submitted: Dec 23, 2025
Open Peer Review Period: Jan 7, 2026 - Mar 4, 2026
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Strengthening Primary Care for Diabetes: Building an EHR-Based Quality Dashboard in Argentina
ABSTRACT
Background:
Quality dashboards are essential tools in healthcare, providing integrated and visualized data to support decision-making. Continuous monitoring of key indicators is crucial for managing chronic diseases such as diabetes mellitus and improving outcomes
Objective:
The aim of the study was to develop a web-based quality control dashboard to improve diabetes care in the public primary care setting in Tandil, Argentina
Methods:
The dashboard was embedded into the web-based EHR system of Tandil's Health Information System through a multidisciplinary approach, including literature review, stakeholder consultation, SQL database queries, and data visualization using Apache Superset. Key quality indicators were developed, including patient demographics, comorbidities, and clinical outcomes. Usability was evaluated using the SUS.
Results:
The interactive dashboard enables efficient monitoring of diabetes care through 29 process and outcome indicators. It facilitates real-time tracking of key metrics such as HbA1c testing rates, blood pressure control, and medication withdrawal, allowing for the identification of care gaps and disparities. The dashboard provides intuitive visualizations that support resource allocation, quality of care, and evidence-based policy development, with a mean SUS score of 78.7, suggesting high usability.
Conclusions:
This dashboard is a development in harnessing health information for the advancement of diabetes management in resource-stressed settings.
Citation
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