PFLPhysiological Fitness Landscape

Open problems · P6

The value of a measurement

Which test, at which age, most reduces uncertainty about a person's future? Expected information gain per dollar turns the landscape into a decision tool.

Why it matters

Most testing is habit. A principled ranking would tell clinicians and health systems which tests to add and which to drop.

What exists

  • Out-of-sample value of 56 single measurements in NHANES (Tests).
  • Test prices for a subset of biomarkers in the catalogue.

A first step

Extend the ranking from single tests to the best next test given the ones already taken, and price it.

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