Abstract Understanding the mechanisms of action interventions is a major general goal scientific inquiry. The collection statistical methods that use data to achieve this referred as mediation analysis . Natural direct and indirect effects provide definition matches intuition, but they are not identified in presence time-varying confounding. Interventional have been proposed solution problem, e...

(Patterns 4, 100791; August 11, 2023) In Figure 4B of the originally published article, erroneous AUC values 0.82 and 0.88 were mistakenly included. The should be 0.10 0.80, respectively. error has now been corrected online, authors regret any confusion that it caused.Figure 4BPaired evaluation detects outlier cell lines in context sensitivity to Torin2 (original)View Large Image ViewerDownload...

Suppose we are interested in the effect of a binary treatment on an outcome where that relationship is confounded by an ordinal confounder. We assume that the true confounder is not observed, rather we observe a nondifferentially mismeasured version of it. We show that under certain monotonicity assumptions about its effect on the treatment and on the outcome, an effect measure controlling for ...