In the SIR model, count susceptible, infectious, and recovered immune individuals. The closed population has . Under homogeneous mixing, use the paper's mass-action infection convention: each susceptible has infection hazard function , so the population infection rate is . Each infectious individual recovers with hazard function , giving population recovery rate and mean infectious duration .
Figure 1.
SIR compartment transitions with infection flow beta S I and recovery flow gamma I
. Details.
The arrows are one-way: recovered individuals are immune, and there are no demographic entries or exits. The transition intensities attached to the arrows are population flow rates, rather than individual hazard functions.

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