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We consider a dense urban cellular network where the base stations (BSs) are stacked vertically as well as extending infinitely in the horizontal plane, resulting in a greater than two dimensional (2D) deployment. We use a dual-slope path loss model that is well supported empirically, wherein a “close-in” pathloss exponent α ₀ is used for distances less than a corner distance R _c , and then changes to α ₁ > α ₀ outside R _c . We extend recent 2D coverage probability and potential throughput results to d dimensions, and prove that if the close-in path loss exponent α ₀ <; d, then the SINR eventually decays to zero. For example, α ₀ ≤ 3 results in an eventual SINR of 0 for all users in a 3D network, which is a troubling fact. We also show that the potential (i.e. best case) aggregate throughput decays to zero for α ₀ <; d/2. Both of these scaling results also hold for the more realistic case that we term 3D ⁺ , where there …