Martingale residual (${\hat{M}}_i$)

A martingale residual is the observed event count minus its fitted cumulative intensity. In a survival model, ${\hat{M}}_i=N_i(\tau )-{\hat{\Lambda }}_i(\tau )$ compares whether individual $i$ experienced an event with the event count predicted over that individual's follow-up.