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Papers matching “causal effect estimation” 39

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Cluster-aware continuous treatment effect estimation via Hellinger-based balanced representation learning
2026 Signal Processing article Mathematics Advanced Causal Inference Techniques Open access

Siyuan Zhao, Yiran Zhuo, Hongchang Liu, Lincen Yang, Shujian Yu

0

citations
From Biological Mechanisms to Causal Inference: Quantitative Systems Pharmacology and Causal Frameworks in Drug Development
2026 Clinical Pharmacology & Therapeutics article Mathematics Statistical Methods in Clinical Trials Open access

Thomas Klabunde, Ramon Hernandez Vecino, Piet H. van der Graaf, Tommaso Andreani

0

citations
Instrumental Variables Analysis and Mendelian Randomization for Causal Inference
2024 The Journal of Infectious Diseases article Mathematics Advanced Causal Inference Techniques Open access

Erica E. M. Moodie, Saskia le Cessie

6

citations
Causal clarity in statistical software
2025 International Journal of Epidemiology article Mathematics Advanced Causal Inference Techniques Open access

Maurice N Korf, Nan van Geloven, Jesse H. Krijthe, Jeremy Alexander Labrecque

0

citations
Formulating causal questions and principled statistical answers
2020 Statistics in Medicine article Mathematics Advanced Causal Inference Techniques Open access

Els J. T. Goetghebeur, Saskia le Cessie, Bianca Lucia De Stavola, Erica E. M. Moodie, Ingeborg Waernbaum

86

citations
Estimating Causal Effects from Tabular Data with Assumption Gates and Automated Estimator Selection for Trustworthy Artificial Intelligence
2026 Electronics article Mathematics Advanced Causal Inference Techniques Open access

Alessandro Berti

0

citations
Causal Multistate Models to Evaluate Treatment Delay
2025 Statistics in Medicine article Mathematics Advanced Causal Inference Techniques Open access

Ilaria Prosepe, Saskia le Cessie, Hein Putter, Nan van Geloven

2

citations
The untapped potential of causal inference in cross-modal research
2023 Building and Environment article Mathematics Advanced Causal Inference Techniques Open access

Jian Pan, Ardeshir Mahdavi, Isabel Miño-Rodríguez, Irene Martínez-Muñoz, Christiane Berger, Marcel Schweiker

18

citations
Causal Inference With Outcomes Truncated by Death and Missing Not at Random
2025 Statistics in Medicine article Mathematics Advanced Causal Inference Techniques Open access

Wei Li, Shanshan Luo, Zhi Geng

0

citations
Stop adjusting for anything: How the backdoor and adjustment criteria empower causal human-centric research
2025 Building and Environment article Mathematics Advanced Causal Inference Techniques Open access

Jian Pan, Matteo Favero, Andrew J. Sonta, Ruiji Sun, Julia Damrath, Marcel Schweiker

4

citations
A standardized framework for risk-based assessment of treatment effect heterogeneity in observational healthcare databases
2023 npj Digital Medicine article Mathematics Advanced Causal Inference Techniques Open access

Alexandros Rekkas, David V. Klaveren, Patrick B. Ryan, Ewout Willem Steyerberg, David M. Kent, Peter R. Rijnbeek

18

citations
Causal Estimands for Analyses of Averted and Avertible Outcomes due to Infectious Disease Interventions
2025 Epidemiology article Mathematics Advanced Causal Inference Techniques Open access

Katherine Min Jia, Christopher Boyer, Jacco Wallinga, Marc Lipsitch

4

citations
Are Target Trial Emulations the Gold Standard for Observational Studies?: The Authors Respond
2023 Epidemiology article Mathematics Advanced Causal Inference Techniques Open access

Neil Pearce, Jan Paul Vandenbroucke

0

citations
Methodological Considerations to Enhance the Relevance of Causal Observational Research in the Field of Kidney Disease
2025 Journal of the American Society of Nephrology article Mathematics Advanced Causal Inference Techniques Open access

Antoine Créon, Juan Jesús Carrero, Edouard L. Fu

1

citations
Excess Mortality Calculations to Assess the Impact of the COVID-19 Pandemic: Concepts and Methodological Issues
2024 American Journal of Public Health article Mathematics COVID-19 epidemiological studies Open access

Jan Paul Vandenbroucke, Neil Pearce

5

citations
A comparison of full model specification and backward elimination of potential confounders when estimating marginal and conditional causal effects on binary outcomes from observational data
2022 Biometrical Journal article Mathematics Advanced Causal Inference Techniques Open access

Kim Luijken, Rolf H. H. Groenwold, Maarten van Smeden, Susanne Strohmaier, Georg Heinze

13

citations
G-formula with multiple imputation for causal inference with incomplete data
2025 Statistical Methods in Medical Research article Mathematics Advanced Causal Inference Techniques Open access

Jonathan William Bartlett, Camila Olarte Parra, Ruth H. Keogh, Erik W. van Zwet, Rhian Daniel

4

citations
The Drug Titration Paradox in the Presence of Intra-Individual Variation: Can we Estimate the True Concentration-Effect Relationship?
2025 The AAPS Journal article Mathematics Statistical Methods in Clinical Trials Open access

Sebastiaan Camiel Goulooze, Elke H. J. Krekels, Catherijne A. J. Knibbe

2

citations
Instrumental variable analysis to estimate treatment effects: a simulation study showing potential benefits of conditioning on hospital
2022 BMC Medical Research Methodology article Mathematics Advanced Causal Inference Techniques Open access

Iris E. Ceyisakar, Nikki van Leeuwen, Ewout Willem Steyerberg, Hester Floor Lingsma

7

citations
Accounting for Latent Covariates in Average Effects from Count Regressions
2020 Multivariate Behavioral Research article Mathematics Advanced Causal Inference Techniques Open access

Christoph Kiefer, Axel Mayer

8

citations
Unmeasured confounding in nonrandomized studies: quantitative bias analysis in health technology assessment
2022 Journal of Comparative Effectiveness Research article Mathematics Advanced Causal Inference Techniques Open access

Thomas P. Leahy, Seamus Kent, Cormac Sammon, Rolf H. H. Groenwold, Richard Grieve, Sreeram V Ramagopalan, +1 more

27

citations
New‐user and prevalent‐user designs and the definition of study time origin in pharmacoepidemiology: A review of reporting practices
2021 Pharmacoepidemiology and Drug Safety article Mathematics Advanced Causal Inference Techniques Open access

Kim Luijken, Judith J. Spekreijse, Maarten van Smeden, Helga Gardarsdóttir, Rolf H. H. Groenwold

30

citations
Tying research question and analytical strategy when variables are affected by medication use
2023 Pharmacoepidemiology and Drug Safety article Mathematics Advanced Causal Inference Techniques Open access

Jungyeon Choi, Olaf M. Dekkers, Saskia le Cessie

2

citations
Designing observational studies to estimate treatment effects in geriatric oncology: A closer look at confounding and its mitigation
2024 Journal of Geriatric Oncology article Mathematics Advanced Causal Inference Techniques

Nienke Aafke de Glas, Sophie Pilleron, Esther Bastiaannet, Florence Canouï‐Poitrine, A. Serrano, Eva Culakova, +1 more

3

citations
A weighting method for simultaneous adjustment for confounding and joint exposure-outcome misclassifications
2020 PubMed Central article Mathematics Advanced Causal Inference Techniques Open access

Bas B. L. Penning de Vries, Maarten van Smeden, Rolf H. H. Groenwold

2

citations