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. Author manuscript; available in PMC: 2017 Nov 1.
Published in final edited form as: Epidemiology. 2016 Nov;27(6):859–869. doi: 10.1097/EDE.0000000000000547

Table 2.

Summary balance metrics averaged over person-time by standardization

Time-specific metrics for Diagnostics 1, 2a, and 3 have the general forma,b:
QH(τ),τ,k=E[W(τ)×I(A(τ)=a)×C(τc)H(τ),τ,k]-E[W(τ)×I(A(τ)=a)×C(τc)H(τ),τ,k]
Where k is the distance between the covariate time τc and the exposure time τ i.e. k = |ττc|. H(τ) is the exposure history at time τ i.e. A(τ − 1); W(τ) is equal to one or an inverse probability weight, and follows the exposure time τ except for Diagnostic 2 under censoring where it follows covariate time τc. Each diagnostic QH(τ),τ,k is estimated from weighted person-timec:
NH(τ),τ,k=W(τ)×I(A(τ)=a)H(τ),τ,k+W(τ)×I(A(τ)=a)H(τ),τ,k
Summary metric Example Interpretation for Diagnostic 1
Average over exposure history H(τ)c
Q¯τ,k=H(τ)(QH(τ),τ,k×NH(τ),τ,k)/H(τ)NH(τ),τ,k
The average balance for exposure A assessed at time 2 and covariate C assessed at time 1 is…
Average over exposure history H(τ) and time τ
Q¯k=H(τ),τ(QH(τ),τ,k×NH(τ),τ,k)/H(τ),τNH(τ),τ,k
The average balance for exposure A at any given time τ and covariate C assessed at time τ − 1 is…
Average over exposure history H(τ), time τ, and distance kd
Q¯=H(τ),τ,k(QH(τ),τ,k×NH(τ),τ,k)/H(τ),τ,kNH(τ),τ,k
The average balance for exposure A assessed at any given time and covariate C assessed at any prior time is…
a

For Diagnostic 2b replace exposure history H(τ) with propensity score strata e(τ). The standardization over person-time defined by e(τ) gives the average balance for an exposure assessed at a specific time τ and a covariate assessed at a specific time τc

b

We omitted censoring here to simplify the expressions but this can be incorporated as in Table 1 or eAppendix Table 1

c

The time-specific metrics are implicitly indexed by their non-referent value a′. When there are many such values, one can first average metrics over the non-referent person-time distribution within levels of exposure history H(τ), time τ, distance k. The person-time contributing to this metric is the sum over all exposure levels. This metric can then be averaged over exposure history, time, and distance.

d

One can first define disjoint ranges of distance p, and then average over distance k for each range p. An example interpretation for Diagnostic 1 would be “the average balance for exposure A assessed at time τ and covariate C assessed anywhere between time τ − 1 and τ − 10.”