Projects
Applied, open-source work: replicating a published result, extending it with current data, and being honest about where it stops.
2026
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v1GapYears: Replicating the Healthspan-Lifespan Gap
A published finding, rebuilt from public WHO data instead of trusted on the page, with the parts that would not reproduce cleanly left visible rather than smoothed over.
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v0.1BloodVsMethylation: Two PhenoAges, Two Answers
Two measures of biological age, trained toward the same target, disagree about race in the same people. A replication in public data, and an attempt to take the disagreement apart.