What type of study is this?

This is a Meta-Analysis study (also classified as: Systematic Review).

What question did this study set out to answer?

This article reviews the application of deep learning-based multimodal data fusion methods for skin neglected tropical diseases.

December 8, 2025JMIR AIOpen Access

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Systematic review demonstrates improved diagnostic performance for skin NTDs using deep learning and multimodal data fusion.

This article reviews the application of deep learning-based multimodal data fusion methods for skin neglected tropical diseases.
Conducted a systematic review based on the PRISMA method.
Analyzed algorithms, datasets, and performance metrics of existing studies.
Included ethical risks and potential biases in the assessment.
Identified 437 articles; 14 were selected for detailed analysis.
MMDF methods improved diagnostic performances compared to traditional approaches.
Convolutional neural networks were the most commonly used algorithms, contributing to feature extraction and disease classification.

Yohannes Minyilu (2025) studied this question.

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