What one recipe turns near-earth gravity, a Hooke's Law spring, and the inverse-square force into mgy, ½kx², and −Gm₁m₂/r?
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The common recipe and the free zero point
Record that each conservative force is treated as internal, integrated over the displacement, and negated, and that only differences in are physical so the zero is chosen for convenience.
Near-earth gravity
Take with , obtain , negate it, and place the zero at the earth's surface.
Hooke's law spring
Integrate from to for , negate it, and set the zero at the equilibrium position.
Two gravitating masses
Integrate over from to , negate the work, and set the zero at infinite separation.