Latest Research in Advanced Causal Inference Techniques

Top Research Topics in Advanced Causal Inference Techniques

• Methodology — 7 papers
• Advanced Causal Inference Techniques — 2 papers
• Statistics Theory — 2 papers
• Machine Learning — 1 papers
• Econometrics — 1 papers
• Advanced Control Systems Optimization — 1 papers
• Human-Computer Interaction — 1 papers
• Electronic Health Records Systems — 1 papers
• Clinical Reasoning and Diagnostic Skills — 1 papers
• Genomics and Rare Diseases — 1 papers

Highest-Cited Papers

1. Estimation of Covariate Balancing Propensity Score Based on Outcome Adaptive Lasso
2. Artificial intelligence-assisted Mendelian randomization: a methodological framework for causal inference with applications in oncology
3. Splitting the Difference: Interpretable Causal Forests for Treatment Effect Heterogeneity and Bias
4. Optimal Inference of the Mean Outcome under Optimal Treatment Regime
5. A flexible framework for treatment effect inference in longitudinal clinical studies with skewed outcomes
6. Two Margins in Difference-in-Differences with a Continuous Treatment
7. One-step TMLE for weighted average treatment effects
8. Estimating the average treatment effect under limited overlap via Polynomial Approximation and Extrapolation
9. Synthetic Nearest Neighbors: Extending Synthetic Controls for Matrix Completion with Missing Not at Random Data
10. Asymptotic FDR Control with Model-X Knockoffs: Is Moments Matching Sufficient?
11. Sliced $L^p$ Distributional Balancing
12. Healthcare Utilization, Chronic Condition Management, and Workplace Functioning Among Users of a Purpose-Built Mental Health AI (Ash): Cross-Sectional Study
13. Healthcare Intelligence Platform: Foundational Data Governance & Core Layers BlueprintSubtitle: Enterprise Reference Guide for Identity Resolution, Reference Data Architecture, and Semantic Standardization
14. History taking: the foundation of diagnostic excellence
15. Estimating quantile treatments without strict overlap
16. How AI Is Speeding Up the Diagnostic Odyssey for Rare Diseases
17. Artificial Intelligence and Health Care for Older Adults, a Future for All of Us
18. Simple Covariate Adjustment for Many Estimands Using Stable Balancing Weights
19. Causal Survival Forests with Negative Controls