Let be the observed event count. For each subject, the fixed-censoring identity gives . Linearity of expectation therefore yields
Independence between subjects is not needed for this expectation identity. The common presumes a common marginal hazard; with heterogeneous subject-specific hazards, replace it by for subject . Random censoring admits the analogous conditional argument when its independence assumptions hold.

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