Digitalization of HYPOGLYRISK and Evaluation of Its Utility for Pharmacist-Led Hypoglycemia Risk Assessment in Type 2 Diabetes Mellitus

Background: We developed a tool for pharmacists to facilitate screening of medication-related hypoglycemia risk in patients with type 2 diabetes mellitus (T2DM), called HYPOGLYRISK. Although this instrument has been validated and proven reliable, the paper-based version was considered inefficient and prone to human error during routine screening.Objective: This study aimed to digitalize HYPOGLYRISK and evaluate its utility compared with the printed version.Methods: A mixed-method study design combining software development and a quasi-experimental trial was used. In the development stage, the application was created using Android Studio and validated through Black Box Testing and User Acceptance Testing (UAT). In the trial stage, 46 pharmacists participated and were divided into two groups using either the digital or paper-based HYPOGLYRISK to assess simulated ambulatory T2DM patients representing different hypoglycemia risk categories. The primary outcome was assessment time efficiency, while the secondary outcome was the potential for human error. Data were analyzed using the Mann-Whitney U test, chi-square test, and relative risk analysis.Results: The digital HYPOGLYRISK demonstrated significantly shorter assessment time compared with the conventional version (p<0.05) and reduced the probability of scoring errors by 3.3 times (p<0.05). The digital application also provided additional advantages, including efficiency, scalability, ease of use, rapid data access, and simplified data management.Conclusion: These findings suggest that digital HYPOGLYRISK can enhance pharmacist-led hypoglycemia risk assessment among ambulatory patients with T2DM.

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Publication Details

Journal
Jurnal Ilmiah Medicamento
Published
2026-03-31
DOI
https://doi.org/10.36733/medicamento.v12i1.13619
Primary Topic
Mobile Health and mHealth Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Digitalization of HYPOGLYRISK and Evaluation of Its Utility for Pharmacist-Led Hypoglycemia Risk Assessment in Type 2 Diabetes Mellitus

Nanang Munif Yasin, Z Ikawati, Fita Rahmawati, Made Krisna Adi Jaya et al.
Jurnal Ilmiah Medicamento
Mobile Health and mHealth Applications
article

Digitalization of HYPOGLYRISK and Evaluation of Its Utility for Pharmacist-Led Hypoglycemia Risk Assessment in Type 2 Diabetes Mellitus

Nanang Munif Yasin, Z Ikawati, Fita Rahmawati, Made Krisna Adi Jaya, I Gusti Ngurah Anom Cahyadi Putra
article en

Abstract

Background: We developed a tool for pharmacists to facilitate screening of medication-related hypoglycemia risk in patients with type 2 diabetes mellitus (T2DM), called HYPOGLYRISK. Although this instrument has been validated and proven reliable, the paper-based version was considered inefficient and prone to human error during routine screening.Objective: This study aimed to digitalize HYPOGLYRISK and evaluate its utility compared with the printed version.Methods: A mixed-method study design combining software development and a quasi-experimental trial was used. In the development stage, the application was created using Android Studio and validated through Black Box Testing and User Acceptance Testing (UAT). In the trial stage, 46 pharmacists participated and were divided into two groups using either the digital or paper-based HYPOGLYRISK to assess simulated ambulatory T2DM patients representing different hypoglycemia risk categories. The primary outcome was assessment time efficiency, while the secondary outcome was the potential for human error. Data were analyzed using the Mann-Whitney U test, chi-square test, and relative risk analysis.Results: The digital HYPOGLYRISK demonstrated significantly shorter assessment time compared with the conventional version (p<0.05) and reduced the probability of scoring errors by 3.3 times (p<0.05). The digital application also provided additional advantages, including efficiency, scalability, ease of use, rapid data access, and simplified data management.Conclusion: These findings suggest that digital HYPOGLYRISK can enhance pharmacist-led hypoglycemia risk assessment among ambulatory patients with T2DM.

Jurnal Ilmiah MedicamentoVol. 12(1)
Udayana University (ID), Universitas Gadjah Mada (ID)
Universitas Udayana, Universitas Gadjah Mada
Openalex Percentile: Top 22%
Mobile Health and mHealth Applications
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