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Guo-Liang Ren

2 papers indexed here

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Open access Oct 2026

A family-aware All of Us benchmark for polygenic prediction and genomic machine learning

Polygenic risk scores (PRSs) have improved substantially in predictive performance, yet results remain difficult to compare across studies that differ in cohorts, phenotype definitions, and evaluation procedures. Comparison to machine-learning methods is harder still, since their performance depends strongly on how dat...

G. Ren, K. Wu, C. Ren et al. · 0 citations
Open access Oct 2026

Independent AI pipelines for rehabilitation exercise assessment and cognitive status classification: a retrospective proof of concept study

Digital rehabilitation can extend remote exercise monitoring and cognitive health support, but available public datasets often capture these functions separately. This study evaluates two independent machine learning pipelines within a conceptual telerehabilitation architecture rather than a clinically validated in...

Guo-Yu Wang, Guo-Liang Ren, Jia-Ju Zhu · 0 citations

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