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Samantha Rodriguez

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Review Open access Sep 2026

Generative AI Utilization and Perspectives Among Reproductive-Age Women with Systemic Autoimmune and Rheumatic Diseases.

OBJECTIVE Reproductive-age women with systemic autoimmune and rheumatic diseases (SARDs) have unique information needs related to their SARDs and reproductive health. We sought to understand their use of and receptivity to current and hypothetical generative artificial intelligence (AI) tools for health information-see...

Mariam Arif, Catherine Wright, Samantha Rodriguez et al. · 0 citations
#machine learning Preprint Sep 2026

Representation Learning for Sample-Efficient CATE Estimation by Leveraging Multiple Outcomes

Theoretically, it is proved that when the auxiliary outcomes satisfy a set of surrogacy conditions and the representation retains relevant covariate information, the original CATE is identified when the high-dimensional covariates are replaced by the learned representation.

Maitreyi Swaroop, Shikha Bhat, Samantha Rodriguez et al. · 0 citations

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