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Preprint Oct 2026

Proximal Causal Inference for Time Series from N-of-1Mobile Device Data

Unmeasured confounding challenges causal inference in intensive longitudinal studies, potentially biasing treatment effect estimates. The proximal causal inference (PCI) framework offers a promising approach to identification using proxies or negative control variables in the presence of hidden confounding bias. While...

Fan-Yu Cui, Charlotte R. Fowler, Xiao-Xuan Cai et al. · 0 citations
Open access Aug 2026

Longitudinal digital phenotyping of activity rhythms and biological aging using commercial wearables

It is shown that Fitbit-derived rest-activity rhythms are associated with biological aging trajectories in All of Us Research Program, and this work highlights the potential of scalable digital measures for aging-related risk assessment and future healthy-aging research.

J. Shim, J. Onnela · 0 citations

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