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Joan Ern Xin Tan

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#small language model Review Open access Sep 2026

Accuracy of Artificial Intelligence in Diagnosing Obstructive Sleep Apnea Using Photoplethysmography: Systematic Review and Meta-Analysis

AI models trained on PPG have reasonable accuracy and may potentially serve as a low-cost screening tool, however, limitations such as small sample sizes, potential sources of bias, underrepresentation of certain geographic regions, and the influence of potential confounding factors highlight the necessity for further...

B. S. Y. Yeo, E. Gao, Joan Ern Xin Tan et al. · 0 citations

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