The original theory underlying the Rahn Curve assumed that as the size of government increased from zero, supplying law and order and some basic services, economic growth rates would increase until government reached some optimal size.
The poorest countries can hope to catch up if they establish the basiceconomic institutions (starting with property rights and the rule of law) and do lots of other things right.