Supervised machine learning: a brief primer
Abstract Machine learning is increasingly used in mental health research and has the
potential to advance our understanding of how to characterize, predict, and treat mental …
potential to advance our understanding of how to characterize, predict, and treat mental …
Use of directed acyclic graphs (DAGs) to identify confounders in applied health research: review and recommendations
Abstract Background Directed acyclic graphs (DAGs) are an increasingly popular approach
for identifying confounding variables that require conditioning when estimating causal …
for identifying confounding variables that require conditioning when estimating causal …
[HTML][HTML] Serious adverse events of special interest following mRNA COVID-19 vaccination in randomized trials in adults
J Fraiman, J Erviti, M Jones, S Greenland, P Whelan… - Vaccine, 2022 - Elsevier
Introduction In 2020, prior to COVID-19 vaccine rollout, the Brighton Collaboration created a
priority list, endorsed by the World Health Organization, of potential adverse events relevant …
priority list, endorsed by the World Health Organization, of potential adverse events relevant …
Substantial underestimation of SARS-CoV-2 infection in the United States
Accurate estimates of the burden of SARS-CoV-2 infection are critical to informing pandemic
response. Confirmed COVID-19 case counts in the US do not capture the total burden of the …
response. Confirmed COVID-19 case counts in the US do not capture the total burden of the …
Equitable access to COVID-19 vaccines makes a life-saving difference to all countries
Despite broad agreement on the negative consequences of vaccine inequity, the distribution
of COVID-19 vaccines is imbalanced. Access to vaccines in high-income countries (HICs) is …
of COVID-19 vaccines is imbalanced. Access to vaccines in high-income countries (HICs) is …
[HTML][HTML] Buprenorphine versus methadone for opioid use disorder in pregnancy
EA Suarez, KF Huybrechts, L Straub… - … England Journal of …, 2022 - Mass Medical Soc
Background Opioid agonist therapy is strongly recommended for pregnant persons with
opioid use disorder. Buprenorphine may be associated with more favorable neonatal and …
opioid use disorder. Buprenorphine may be associated with more favorable neonatal and …
Principles of confounder selection
TJ VanderWeele - European journal of epidemiology, 2019 - Springer
Selecting an appropriate set of confounders for which to control is critical for reliable causal
inference. Recent theoretical and methodological developments have helped clarify a …
inference. Recent theoretical and methodological developments have helped clarify a …
Sensitivity analysis in observational research: introducing the E-value
TJ VanderWeele, P Ding - Annals of internal medicine, 2017 - acpjournals.org
Sensitivity analysis is useful in assessing how robust an association is to potential
unmeasured or uncontrolled confounding. This article introduces a new measure called the …
unmeasured or uncontrolled confounding. This article introduces a new measure called the …
Using the E-value to assess the potential effect of unmeasured confounding in observational studies
Randomized trials serve as the standard for comparative studies of treatment effects. In
many settings, it may not be feasible or ethical to conduct a randomized study, 1 and …
many settings, it may not be feasible or ethical to conduct a randomized study, 1 and …
Time to treatment and mortality during mandated emergency care for sepsis
CW Seymour, F Gesten, HC Prescott… - … England Journal of …, 2017 - Mass Medical Soc
Background In 2013, New York began requiring hospitals to follow protocols for the early
identification and treatment of sepsis. However, there is controversy about whether more …
identification and treatment of sepsis. However, there is controversy about whether more …