What type of study is this?

This is a Systematic Review study.

Technological Determinants of Mobile Health Effectiveness in Improving Treatment Compliance in Patients with Non-Communicable Diseases in Low-Medium-Income Countries: A Systematic Review

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mHealth interventions can achieve 70-85% adherence in urban LMICs like Bangladesh and India, while rural areas see lower adherence between 50-60%.
Technological barriers such as network coverage and costs reduce mHealth uptake by 20-30%, particularly in rural regions where trust issues exist.
User-friendly designs and perceived value significantly enhance user participation, suggesting a clear impact on treatment compliance across NCDs.
Addressing technological barriers through better infrastructure and subsidized costs may help scale mHealth solutions effectively in LMICs.

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Systematic review highlights barriers in treatment compliance for NCDs in low-middle-income countries, indicating mHealth's potential.

Kithuka et al. (2025) studied this question.

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