专题:Advanced Causal Inference Techniques

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.
最新文献
Residual confounding and outcome definition in observational comparisons of PDR- Acinetobacter baumannii therapies

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Which beta-lactam infusion strategy is superior in ICU pneumonia? A Bayesian network meta-analysis of continuous, extended, and intermittent approaches

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Comment on “The Importance of Structured Expert Elicitation to Inform Outcomes Following Treatment Discontinuation: Evidence Assessment Group Perspective”

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The lack of a statistically significant between-group difference in randomised trials must be interpreted correctly

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Dynamic price monitoring, affordability, and economic equality in Lusaka, Zambia

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Machine learning to optimize precision in the analysis of randomized trials: A journey in pre-specified, yet data-adaptive learning

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Innovation in health equity research among priority populations

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Refining comparative efficacy: Methodologic considerations for transapical beating-heart myectomy in pediatric hypertrophic cardiomyopathy

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Letter: Spillover Effects in Randomized Evaluations of Translational AI

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SPIRIT-Children and Adolescents (SPIRIT-C) 2026 extension statement: enhancing the reporting and usefulness of paediatric randomised trial protocols

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近5年高被引文献
How much should we trust staggered difference-in-differences estimates?

article Full Text OpenAlex 2706 FWCI575.9235

What’s trending in difference-in-differences? A synthesis of the recent econometrics literature

article Full Text OpenAlex 1532 FWCI493.8604

Revisiting Event-Study Designs: Robust and Efficient Estimation

article Full Text OpenAlex 1514 FWCI1185.0284

Field Experiments: Design, Analysis, and Interpretation

report Full Text OpenAlex 1381 FWCI0

A More Credible Approach to Parallel Trends

article Full Text OpenAlex 1004 FWCI326.3623

Direct and Indirect Effects

article Full Text OpenAlex 920 FWCI85.4446

Target Trial Emulation

article Full Text OpenAlex 723 FWCI177.2409

Logs with Zeros? Some Problems and Solutions

article Full Text OpenAlex 709 FWCI233.3115

Pretest with Caution: Event-Study Estimates after Testing for Parallel Trends

article Full Text OpenAlex 663 FWCI139.6029

A Crash Course in Good and Bad Controls

article Full Text OpenAlex 536 FWCI118.1445