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A massive July 2025 survey published in the Proceedings of the National Academy of Sciences (PNAS) analyzed treatment efficacy for thousands of patients with Long COVID and ME/CFS

Rigorous integration therefore requires method selection aligned with study structure, transparent handling of batch effects and missingness mechanisms, and validation strategies anchored to patient-relevant outcomes rather than intermediate surrogates

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