Supervised machine learning: a brief primer

T Jiang, JL Gradus, AJ Rosellini - Behavior therapy, 2020 - Elsevier
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 …

Use of directed acyclic graphs (DAGs) to identify confounders in applied health research: review and recommendations

PWG Tennant, EJ Murray, KF Arnold… - International journal …, 2021 - academic.oup.com
Abstract Background Directed acyclic graphs (DAGs) are an increasingly popular approach
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 …

Substantial underestimation of SARS-CoV-2 infection in the United States

SL Wu, AN Mertens, YS Crider, A Nguyen… - Nature …, 2020 - nature.com
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 …

Equitable access to COVID-19 vaccines makes a life-saving difference to all countries

Y Ye, Q Zhang, X Wei, Z Cao, HY Yuan… - Nature human …, 2022 - nature.com
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 …

[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 …

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 …

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 …

Using the E-value to assess the potential effect of unmeasured confounding in observational studies

S Haneuse, TJ VanderWeele, D Arterburn - Jama, 2019 - jamanetwork.com
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 …

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 …