Providing de-identified PHR context to Gemini 3.0 Flash yields statistically significant gains in helpfulness for 2,257 health queries across three distributions, with clinician-validated improvements in safety and personalization.
a rli, Nathanael and Chowdhery, Aakanksha and Mansfield, Philip and Demner-Fushman, Dina and Ag \
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Evaluating the Utility of Personal Health Records in Personalized Health AI
Providing de-identified PHR context to Gemini 3.0 Flash yields statistically significant gains in helpfulness for 2,257 health queries across three distributions, with clinician-validated improvements in safety and personalization.