Healthcare cost and utilization analysis of a nationwide digital primary care intervention for type 2 diabetes in Türkiye

Abstract Background Diabetes is a priority health challenge both globally and in Türkiye, due to its clinical burden and economic consequences. The aim of this study is to evaluate the performance of a national Disease Management Platform (HYP), a digital clinical decision-support system regarding healthcare utilization and costs among patients with type 2 diabetes. Methods A retrospective cohort analysis was conducted using national real-world data from the e-Nabiz database. A Difference-in-Differences (DiD) framework and matched sampling were utilized to compare 19,995 patients managed through HYP in 2022 with . Multivariable regression models served as the primary analytical tool to estimate effect sizes for healthcare expenditures and service utilization. Results Multivariable regression models demonstrated that the HYP intervention was associated with a 50% increase in primary care follow-up engagement and a significant reduction in hospital admissions compared to the control group. The HYP group showed a significant decline in average annual per capita costs (average reduction of 662 TRY [≈ 40 USD]; p < 0.001) and reduced pharmaceutical use. If replicated at national scale, these per-patient differences would correspond to an illustrative saving of approximately 5.97 billion TRY (≈ 360 million USD) annually. Conclusions This study suggests that HYP may be an effective service delivery model for chronic diseases such as diabetes in Türkiye. By strengthening primary care coordination and optimizing service flow, the platform is associated with lower per-patient expenditure and provides a scalable model for national digital health priorities in middle-income settings.

Authors

Institutions

Publication Details

Journal
BMC Health Services Research
Published
2026-10-29
DOI
https://doi.org/10.1186/s12913-026-15927-8
Primary Topic
Diabetes Management and Education
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Healthcare cost and utilization analysis of a nationwide digital primary care intervention for type 2 diabetes in Türkiye

M. Orhan Öztürk, Şahin Kavuncubaşı, Hatice Ahsen Tellioğlu
3 links
BMC Health Services Research
Diabetes Management and Education
article

Healthcare cost and utilization analysis of a nationwide digital primary care intervention for type 2 diabetes in Türkiye

M. Orhan Öztürk, Şahin Kavuncubaşı, Hatice Ahsen Tellioğlu
article en

Abstract

Abstract Background Diabetes is a priority health challenge both globally and in Türkiye, due to its clinical burden and economic consequences. The aim of this study is to evaluate the performance of a national Disease Management Platform (HYP), a digital clinical decision-support system regarding healthcare utilization and costs among patients with type 2 diabetes. Methods A retrospective cohort analysis was conducted using national real-world data from the e-Nabiz database. A Difference-in-Differences (DiD) framework and matched sampling were utilized to compare 19,995 patients managed through HYP in 2022 with . Multivariable regression models served as the primary analytical tool to estimate effect sizes for healthcare expenditures and service utilization. Results Multivariable regression models demonstrated that the HYP intervention was associated with a 50% increase in primary care follow-up engagement and a significant reduction in hospital admissions compared to the control group. The HYP group showed a significant decline in average annual per capita costs (average reduction of 662 TRY [≈ 40 USD]; p < 0.001) and reduced pharmaceutical use. If replicated at national scale, these per-patient differences would correspond to an illustrative saving of approximately 5.97 billion TRY (≈ 360 million USD) annually. Conclusions This study suggests that HYP may be an effective service delivery model for chronic diseases such as diabetes in Türkiye. By strengthening primary care coordination and optimizing service flow, the platform is associated with lower per-patient expenditure and provides a scalable model for national digital health priorities in middle-income settings.

BMC Health Services Research
Ministry of Health (TR), Başkent University (TR), Sağlık Bilimleri Üniversitesi (TR), University of Health Sciences Antigua (AG)
Good health and well-being
Openalex Percentile: Top 11%
Diabetes Management and Education
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.

Laika access coming soon