I feel like this is the more important of the two points you made.
Even without Uranium, it's conceivable to have a second industrial revolution. We don't need nuclear power for that.
But without easily accessible fossil fuels, it's much harder to envision the next civilization having an industrial revolution. They might indeed never rise to our level of technology again.