Taking logarithms of the Cox partial likelihood gives
Differentiate each term, using the chain rule for the logarithm:
This score function is the sum over failures of the observed covariate minus its current risk-weighted mean. Define that mean as ; observations with have no direct event term, although they occur in the relevant risk sets.

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