A survey on causal inference

L Yao, Z Chu, S Li, Y Li, J Gao, A Zhang - ACM Transactions on …, 2021 - dl.acm.org
Causal inference is a critical research topic across many domains, such as statistics,
computer science, education, public policy, and economics, for decades. Nowadays …

Personalized evidence based medicine: predictive approaches to heterogeneous treatment effects

DM Kent, E Steyerberg, D Van Klaveren - Bmj, 2018 - bmj.com
The use of evidence from clinical trials to support decisions for individual patients is a form of
“reference class forecasting”: implicit predictions for an individual are made on the basis of …

High-dimensional characterization of post-acute sequelae of COVID-19

Z Al-Aly, Y Xie, B Bowe - Nature, 2021 - nature.com
The acute clinical manifestations of COVID-19 have been well characterized,, but the post-
acute sequelae of this disease have not been comprehensively described. Here we use the …

Association of bariatric surgery with major adverse liver and cardiovascular outcomes in patients with biopsy-proven nonalcoholic steatohepatitis

A Aminian, A Al-Kurd, R Wilson, J Bena, H Fayazzadeh… - Jama, 2021 - jamanetwork.com
Importance No therapy has been shown to reduce the risk of serious adverse outcomes in
patients with nonalcoholic steatohepatitis (NASH). Objective To investigate the long-term …

Addressing extreme propensity scores via the overlap weights

F Li, LE Thomas, F Li - American journal of epidemiology, 2019 - academic.oup.com
The popular inverse probability weighting method in causal inference is often hampered by
extreme propensity scores, resulting in biased estimates and excessive variance. A common …

The augmented synthetic control method

E Ben-Michael, A Feller, J Rothstein - Journal of the American …, 2021 - Taylor & Francis
The synthetic control method (SCM) is a popular approach for estimating the impact of a
treatment on a single unit in panel data settings. The “synthetic control” is a weighted …

Overlap weighting: a propensity score method that mimics attributes of a randomized clinical trial

LE Thomas, F Li, MJ Pencina - Jama, 2020 - jamanetwork.com
Evidenceobtainedfromclinicalpracticesettin…-native treatments is an important source of
information about populations and end points for which randomized clinical trials are …

Association of real-time continuous glucose monitoring with glycemic control and acute metabolic events among patients with insulin-treated diabetes

AJ Karter, MM Parker, HH Moffet, LK Gilliam, R Dlott - Jama, 2021 - jamanetwork.com
Importance Continuous glucose monitoring (CGM) is recommended for patients with type 1
diabetes; observational evidence for CGM in patients with insulin-treated type 2 diabetes is …

[PDF][PDF] The early labor market impacts of COVID-19 in developing countries

M Khamis, D Prinz, D Newhouse… - Policy research …, 2021 - scholar.harvard.edu
The global coronavirus pandemic (COVID-19) dramatically slowed economic activity as
governments implemented lockdown measures, individuals reacted by reducing both their …

Leadless vs. transvenous single-chamber ventricular pacing in the Micra CED study: 2-year follow-up

MF El-Chami, L Bockstedt, C Longacre… - European Heart …, 2022 - academic.oup.com
Aims Clinical trials have demonstrated the safety and efficacy of the Micra leadless VVI
pacemaker; however, longer-term outcomes in a large, real-world population with a …