“…Lessons from the COVID-19 pandemic for modeling population impact and benefit as well as exploring context and mechanisms through which results may be expected to translate across populations and settings provide roadmaps to decrease the time of evidence translation to end the HIV pandemic. 41,42 This analysis has several limitations. First, because identification of "the" primary research article from an award is subjective given that grants have multiple aims, we did not identify a single primary article per award; thus, it is possible that the timing of publication of those critical articles is overestimated or more likely underestimated given that articles reporting implementation outcomes and effectiveness may represent later stage publications.…”