1.Feasibility and Preliminary Impacts of a Diabetes Education Chatbot Simulation on Glycemic Targets, Loneliness, and Health Beliefs in Indonesia: An Explanatory Mixed-methods Study
Yohanes Andy RIAS ; Wildan AKASYAH ; Tri Ana MULYATI ; Harwina Widya ASTUTI ; Herminio NORONHA ; Fakhrudin Nasrul SANI ; Hsiu Ting TSAI
Journal of Preventive Medicine and Public Health 2026;59(1):56-65
Objectives:
Chatbot technology improves access to and engagement with diabetes education. However, few studies have evaluated the feasibility and rigorously assessed the impact of chatbots among individuals with type 2 diabetes (T2DM) using theory-based approaches. This pilot study assessed the feasibility and preliminary impact of a chatbot on glycemic targets, loneliness, and perceived health beliefs among adults with T2DM.
Methods:
An explanatory mixed-methods approach, comprising a one-group experimental design and qualitative interviews, was used. The chatbot simulation, named “TakonGendhis,” was developed based on conceptual models derived from the technology acceptance model and the health belief model. Feasibility included usefulness, ease of use, and intention to use. Preliminary impact was evaluated based on changes in glycemic targets, loneliness, and health beliefs from baseline to 12 weeks post-intervention. Qualitative data were gathered through individual interviews and focus group discussions and were analyzed thematically. Narrative synthesis was employed to integrate findings from the quantitative and qualitative phases of the study.
Results:
The scores for usefulness, ease of use, and intention to use were 26.55, 27.32, and 34.03, respectively. Quantitative analysis revealed reduced loneliness, improved health beliefs, and lower glycemic scores after the 12-week intervention. The qualitative study identified 4 themes: feasibility, beliefs, emotional support, and areas for improvement.
Conclusions
The intervention was feasible and had beneficial preliminary impacts on glycemic targets, loneliness, and health beliefs. Addressing feasibility, beliefs, emotional support, and identified areas for improvement may increase patients’ willingness to use the chatbot.
2.Effects of Physical and Mind-body Exercise on Sleep Quality in Individuals With Diabetes Mellitus: A Systematic Review and Meta‐analysis
Yohanes ANDY RIAS ; Renny Wulan APRILIYASARI ; Made Satya Nugraha GAUTAMA ; Faizul HASAN ; Margareta TELI ; Hsiao-Yean CHIU ; Ratsiri THATO
Journal of Preventive Medicine and Public Health 2025;58(1):1-10
Objectives:
Physical and mind-body exercises represent distinct intervention strategies that may improve sleep quality by influencing physiological and psychological factors. Nevertheless, their effectiveness in individuals with diabetes is not well-established. This systematic review and meta-analysis aimed to examine the impacts of physical and mind-body exercise interventions on sleep quality in patients with diabetes mellitus.
Methods:
Six randomized controlled trials (RCTs) that met the inclusion criteria were identified from PubMed, CINAHL, Embase, Scopus, Web of Science, Cochrane, and Ovid-Medline Library. The effect size for sleep quality was calculated using the standardized mean difference (SMD) with a 95% confidence interval (CI), employing a random-effects model. Heterogeneity and publication bias were also examined, and subgroup, meta-regression, and sensitivity analyses were performed.
Results:
Physical and mind-body exercise interventions significantly improved sleep quality, with an SMD of -1.040 (95% CI, -1.686 to -0.394). Subgroup analysis revealed significant differences with respect to the type of intervention (p=0.047), or its duration (p=0.282). Meta-regression analysis indicated that mean hemoglobin A1c level was the only factor to be significantly related to the effect size for sleep quality, demonstrating a negative association (p=0.033). The assessment of publication bias and the sensitivity analysis suggested that the findings were reliable and robust.
Conclusions
Physical and mind-body exercises may serve as effective interventions for patients with diabetes mellitus who experience poor sleep quality. However, to substantiate these findings, additional rigorous RCTs with larger sample sizes, longer follow-up periods, and standardized interventions are required.
3.Effects of Physical and Mind-body Exercise on Sleep Quality in Individuals With Diabetes Mellitus: A Systematic Review and Meta‐analysis
Yohanes ANDY RIAS ; Renny Wulan APRILIYASARI ; Made Satya Nugraha GAUTAMA ; Faizul HASAN ; Margareta TELI ; Hsiao-Yean CHIU ; Ratsiri THATO
Journal of Preventive Medicine and Public Health 2025;58(1):1-10
Objectives:
Physical and mind-body exercises represent distinct intervention strategies that may improve sleep quality by influencing physiological and psychological factors. Nevertheless, their effectiveness in individuals with diabetes is not well-established. This systematic review and meta-analysis aimed to examine the impacts of physical and mind-body exercise interventions on sleep quality in patients with diabetes mellitus.
Methods:
Six randomized controlled trials (RCTs) that met the inclusion criteria were identified from PubMed, CINAHL, Embase, Scopus, Web of Science, Cochrane, and Ovid-Medline Library. The effect size for sleep quality was calculated using the standardized mean difference (SMD) with a 95% confidence interval (CI), employing a random-effects model. Heterogeneity and publication bias were also examined, and subgroup, meta-regression, and sensitivity analyses were performed.
Results:
Physical and mind-body exercise interventions significantly improved sleep quality, with an SMD of -1.040 (95% CI, -1.686 to -0.394). Subgroup analysis revealed significant differences with respect to the type of intervention (p=0.047), or its duration (p=0.282). Meta-regression analysis indicated that mean hemoglobin A1c level was the only factor to be significantly related to the effect size for sleep quality, demonstrating a negative association (p=0.033). The assessment of publication bias and the sensitivity analysis suggested that the findings were reliable and robust.
Conclusions
Physical and mind-body exercises may serve as effective interventions for patients with diabetes mellitus who experience poor sleep quality. However, to substantiate these findings, additional rigorous RCTs with larger sample sizes, longer follow-up periods, and standardized interventions are required.
4.Effects of Physical and Mind-body Exercise on Sleep Quality in Individuals With Diabetes Mellitus: A Systematic Review and Meta‐analysis
Yohanes ANDY RIAS ; Renny Wulan APRILIYASARI ; Made Satya Nugraha GAUTAMA ; Faizul HASAN ; Margareta TELI ; Hsiao-Yean CHIU ; Ratsiri THATO
Journal of Preventive Medicine and Public Health 2025;58(1):1-10
Objectives:
Physical and mind-body exercises represent distinct intervention strategies that may improve sleep quality by influencing physiological and psychological factors. Nevertheless, their effectiveness in individuals with diabetes is not well-established. This systematic review and meta-analysis aimed to examine the impacts of physical and mind-body exercise interventions on sleep quality in patients with diabetes mellitus.
Methods:
Six randomized controlled trials (RCTs) that met the inclusion criteria were identified from PubMed, CINAHL, Embase, Scopus, Web of Science, Cochrane, and Ovid-Medline Library. The effect size for sleep quality was calculated using the standardized mean difference (SMD) with a 95% confidence interval (CI), employing a random-effects model. Heterogeneity and publication bias were also examined, and subgroup, meta-regression, and sensitivity analyses were performed.
Results:
Physical and mind-body exercise interventions significantly improved sleep quality, with an SMD of -1.040 (95% CI, -1.686 to -0.394). Subgroup analysis revealed significant differences with respect to the type of intervention (p=0.047), or its duration (p=0.282). Meta-regression analysis indicated that mean hemoglobin A1c level was the only factor to be significantly related to the effect size for sleep quality, demonstrating a negative association (p=0.033). The assessment of publication bias and the sensitivity analysis suggested that the findings were reliable and robust.
Conclusions
Physical and mind-body exercises may serve as effective interventions for patients with diabetes mellitus who experience poor sleep quality. However, to substantiate these findings, additional rigorous RCTs with larger sample sizes, longer follow-up periods, and standardized interventions are required.

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