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Open access Sep 2026

Sound of aging: large-scale evidence for a voice-based biological clock

Chronological age does not capture heterogeneity in functional aging, motivating scalable, noninvasive biomarkers. We investigated whether a 30-s voice recording contains a reproducible age-related signal in 6979 Hebrew-speaking Israeli adults aged 40–70 years. Sex-stratified ridge models trained on WavLM-Large spe...

D. Krongauz, Y. Marmor, A. Zulti et al. · 0 citations
#artificial intelligence Preprint Sep 2026

PhenoBench: Mapping What a Deeply Phenotyped Human Cohort Can Tell Us

Deeply phenotyped cohorts combine clinical, imaging, molecular, and wearable observations across timescales from seconds to years, but heterogeneous analyses are not directly comparable. We present PhenoBench, an executable benchmark that turns deep-phenotyping measurements into explicit questions and controlled compar...

G. Sapir, A. Diament, Adva Wolf et al. · 0 citations

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