Before revision:  Given this difficulty it is useful to  reconstruct the time course of infections from the least compromised available data, using minimal prior assumptions.
After revision:  Given this difficulty it is useful to retrospectively reconstruct the time course of infections from the least compromised available data, using minimal prior assumptions.