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References:
The prime number theorem immediately implies a lower bound of $\gg N(\log N)^2$ for the sum of squares of gaps between consecutive primes.
A conjecture by Heath-Brown: The sum of squares of the first $N$ gaps between consecutive primes behaves like $N * (log N)^2$.
Cramér proved an upper bound of $O(N(\log N)^4)$ conditional on the Riemann hypothesis.