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Longevity Research / EXPLAINER

What an Aging Clock Can—and Cannot—Tell You

A younger-looking biological score is an interesting measurement. Showing that people live better or longer requires a different kind of evidence.

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A number that invites a story

Suppose a research report says a participant's biological age fell by three years. The phrase creates an immediate image: time has run backward. But the reported number is usually the output of a model or measurement system. Before treating it as a change in the person's future, a reader needs to know what that system was designed to estimate.

The crucial distinction is between a measurement, a prediction and an outcome. A measurement records selected features. A prediction connects those features to something else using a model. An outcome describes what actually happened. Longevity coverage becomes much clearer when these three layers remain visible instead of being compressed into a single claim about rejuvenation.

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