PASSReviewer 1· 85% conf
The statistical analysis is rigorous, with named tests, effect sizes with confidence intervals, and appropriate handling of clustering, though exact p-values are not always reported.
Evidence
paraphrase[Methods, Statistical models for incidence]
“To estimate direct effects and spillover effects, we used hierarchical targeted maximum likelihood estimation (TMLE), a doubly-robust, semi-parametric method that adjusts for potential confounders using ensemble machine learning.”direct quote[Abstract]
“Among non-recipients within 1 km of index cases, the combined intervention reduced malaria incidence by 43% (95% confidence interval, 20–59%).”direct quote[Methods, Statistical models for prevalence]
“We used TMLE with individual-level data with the same learners included in incidence analyses (tmle3 R package version 0.2.0).”PASSReviewer 2· 80% conf
Statistical analysis is rigorous: tests are named, effect sizes with CIs are reported, software is identified, and data presentation is adequate, though exact p-values are not always reported.
Evidence
direct quote[Methods, Statistical models for incidence]
“We used hierarchical targeted maximum likelihood estimation (TMLE)”direct quote[Abstract]
“the combined intervention reduced malaria incidence by 43% (95% confidence interval, 20–59%)”direct quote[Methods, Statistical models for prevalence]
“tmle3 R package version 0.2.0”