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Advanced Causal Inference Techniques

TopicLeading institutions, researchers & key papers

This cluster of papers focuses on methods for causal inference in observational studies, with an emphasis on reducing the effects of confounding. It covers topics such as propensity score methods, matching methods, regression discontinuity, mediation analysis, instrumental variables, bias correction, and confounding control.

176
Works

How has Advanced Causal Inference Techniques's publication output changed over time?

ScholarIQpublication output · 1998–2021

Output grew0% over the shown period — from 1 works in 1998 to 1 in 2021.

1
2
1
1
2
1
1
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1
1
1998200620072008200920122013201620182021

What are the most-cited papers on Advanced Causal Inference Techniques?

ScholarIQmost cited works
Introduction to the Analysis of Survival Data in the Presence of Competing Risks
Peter C. Austin, Douglas S. Lee, Jason P. Fine
Circulation. 20162,601 CitationsOPEN ACCESS
Variable Selection for Propensity Score Models
M. Alan Brookhart, Sebastian Schneeweiß, Kenneth J. Rothman, Robert J. Glynn, Jerry Avorn, Til Stürmer‎
American Journal of Epidemiology. 20062,345 CitationsOPEN ACCESS
Overadjustment Bias and Unnecessary Adjustment in Epidemiologic Studies
Enrique F. Schisterman, Stephen R. Cole, Robert W. Platt
Epidemiology. 20091,988 CitationsOPEN ACCESS
Reducing bias through directed acyclic graphs
Ian Shrier, Robert W. Platt
BMC Medical Research Methodology. 20081,417 CitationsOPEN ACCESS

Where is Advanced Causal Inference Techniques research published, and who funds it?

ScholarIQvenues & funding sources

TOP FUNDERS

National Science Foundation
NIH
Wellcome Trust
European Research Council
Funder breakdown is a member featureSign up free to unlock

How much of the research on Advanced Causal Inference Techniques is open access?

ScholarIQopen access share
60%OPEN ACCESS
Gold
13%
Green
27%
Hybrid
0%
Bronze
20%
Closed
40%

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