I am not a physicist, in fact, I am a complete dilettante, but can the transition from a power law to an inverse law simply indicate that on large scale the uni

I am not a physicist, in fact, I am a complete dilettante, but can the transition from a power law to an inverse law simply indicate that on large scale the universe has less dimensionality? I mean, if we take a suitable definition of dimension, likely along the lines of Hausdorff dimension (https://en.wikipedia.org/wiki/Hausdorff_dimension https://en.wikipedia.org/wiki/Hausdorff_dimension) then we can see it as a number that defines how volume/surface changes with changing diamater of an observed "sphere" (I know I oversimplify things here). In other words, as we start to measure cosmic distances on a large enough scale, volumes/surfaces covered don't grow quadratically anymore but with a lower rate. This might be even in line with the assumption of a universe curved into itself, i.e. closed. This would change the gravity power law from having a constant 2 power to having a function as the power.