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Author

Felix Holl

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Open access Sep 2026

Sustainable artificial intelligence in global health: balancing promise, equity, and environmental realities in low- and middle-income countries.

OBJECTIVE Artificial intelligence (AI) adoption in global health informatics is accelerating, yet scaling, sustainability, equity, and environmental challenges limit impact, particularly in Low and Middle Income Countries (LMICs). MATERIALS AND METHODS Drawing on experience from members of the American Medical Informatics Association Global Health Informatics and Climate, Health and Informatics Working Groups, we synthesized implementation, evaluation, sustainability, and governance considerations for AI in resource constrained health systems. RESULTS We propose a framework integrating four components: Green AI necessity assessments; a One Digital Health systems lens; pragmatic, workflow integrated evaluation; and federated governance supporting locally led stewardship and cross institutional learning. DISCUSSION Sustainable AI requires moving beyond short term pilots to address infrastructure, environmental costs, workflow integration, equity, and locally relevant evidence. CONCLUSION Funders and implementers should prioritize durable infrastructure, strengthened health information systems, rigorous evidence generation, environmentally responsible deployment, and local stewardship to achieve scalable, equitable, and sustainable AI in global health.

Yuri Quintana, Titus Schleyer, Arriel Benis et al. · 0 citations
Open access Jul 2026

Predictors of Mobile Health App Acceptance Among Nurses in Kashan, Iran: Cross-Sectional Study

Although MHA acceptance among clinical nurses in Kashan is moderate, adoption can be enhanced through targeted training, facilitated internet access, and gender-specific incentive policies, particularly for female staff.

N. Mirabootalebi, Felix Holl, Walter Swoboda et al. · 0 citations

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