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Table 1 Description and examples of mechanisms through which external factors can impact SWD studies

From: Accounting for confounding by time, early intervention adoption, and time-varying effect modification in the design and analysis of stepped-wedge designs: application to a proposed study design to reduce opioid-related mortality

Scenario

Description

Example

Confounding by calendar time

External factors that vary over time and affect the outcome independently of the intervention under study

Statewide policies limiting initial opioid prescriptions to a 7 day-supply

Early intervention adoption (noncompliance)

Partial or full adoption of the intervention before its scheduled roll-out time; such events differentially impact intervention and control clusters

Use of opioid overdose reversal medication, naloxone, by first responders prior to the scheduled roll-out time for the community

Time-varying effect modification

External factors that differentially impact the outcome overtime; depending on whether or not they are receiving the intervention

Changes in insurance policies to limit access to standard opioid treatments