tokens: We used a Bayesian model to reconstruct age - specific HIV incidence from repeated observations of individuals ' HIV serostatus and survival collected among population HIV cohorts in rural Malawi , South Africa , Tanzania , Uganda , and Zimbabwe , in a collaborative analysis of the ALPHA network .