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Papers matching “causal effect estimation” 132

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Data-Driven Covariate Selection for Nonparametric and Cycle-Agnostic Causal Effect Estimation
2026 arXiv (Cornell University) preprint Computer Science Bayesian Modeling and Causal Inference Open access

Ana Letícia Garcez Vicente, Gijs van Seeventer, Saber Salehkaleybar

0

citations
ACTIVA: Amortized Causal Effect Estimation via Transformer-based Variational Autoencoder
2025 arXiv (Cornell University) preprint Computer Science Bayesian Modeling and Causal Inference Open access

Saber Salehkaleybar, Frank van Harmelen, Aske Plaat, Erman Acar

0

citations
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
Impact of addressing modifiable risk factors on the 10-year risk of cardiovascular disease in individuals with familial hypercholesterolemia: a causal analysis utilising UK biobank
2024 European Heart Journal article Medicine Lipoproteins and Cardiovascular Health

Antonio J. Vallejo‐Vaz, Mansour Taghavi Azar Sharabiani, Julia Brandts, Fotios Barkas, Amany K. Elshorbagy, Alireza S. Mahani, +1 more

1

citations
G-formula for causal inference via multiple imputation
2023 arXiv (Cornell University) preprint Mathematics Advanced Causal Inference Techniques Open access

Jonathan William Bartlett, Camila Olarte Parra

3

citations
Assessing the effect of chemotherapy dose reductions and time delay on event-free survival in Ewing Sarcoma: A retrospective analysis of the Euro Ewing 2012 trial
2026 European Journal of Cancer article Medicine Sarcoma Diagnosis and Treatment Open access

Yuan Liu, Marta F. Fiocco, Laura Kirton, Piers Gaunt, Bernadette M. D. Brennan, Johannes H. M. Merks, +1 more

0

citations
Commentary: Mendelian Randomization for Causal Inference
2024 The Journal of Infectious Diseases editorial Mathematics Advanced Causal Inference Techniques Open access

Erica E. M. Moodie, Saskia le Cessie

1

citations
Investigating lived ostracism: Valid causal inference requires articulating the causal estimand
2024 preprint Psychology Death Anxiety and Social Exclusion Open access

Dongning Ren, Olga Stavrova, Ilja van Beest, Eric van Dijk, Wen Wei Loh

0

citations
A standardized framework for risk-based assessment of treatment effect heterogeneity in observational healthcare databases
2020 arXiv (Cornell University) preprint Mathematics Advanced Causal Inference Techniques Open access

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

1

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
Advancing methodology in occupant-centric building science: uncovering the untapped potential of causal inference and Bayesian region of practical equivalence for multi-domain research
2026 RWTH Publications (RWTH Aachen) dissertation Mathematics Statistical Methods and Bayesian Inference Open access

0

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
Causal Inference with Outcomes Truncated by Death and Missing Not at Random
2024 arXiv (Cornell University) preprint Mathematics Advanced Causal Inference Techniques Open access

Wei Li, Shanshan Luo, Zhi Geng

0

citations
Impact of complications after resection of pancreatic cancer on disease recurrence and survival, and mediation effect of adjuvant chemotherapy: nationwide, observational cohort study
2023 BJS Open article Medicine Pancreatic and Hepatic Oncology Research Open access

Anne Claire Henry, Jelle C. van Dongen, Iris W.J.M. van Goor, F. Jasmijn Smits, Anne Nagelhout, Marc G. Besselink, +19 more

34

citations
Meta-analysis of erosive hand osteoarthritis identifies four common variants that associate with relatively large effect
2023 Annals of the Rheumatic Diseases review Medicine Osteoarthritis Treatment and Mechanisms Open access

Unnur Styrkársdóttir, Lilja Stefánsdóttir, Guðmar Þorleifsson, Ólafur Andri Stefánsson, Saedís Saevarsdóttir, Sigrún H. Lund, +16 more

27

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
Why Analyses of Achieved Sodium Correction Rates in Hyponatremia Studies Do Not Identify Causal (Treatment) Effects
2026 Journal of the American Society of Nephrology article Medicine Electrolyte and hormonal disorders

Olaf M. Dekkers, Rolf H. H. Groenwold, Evi Vanessa Nagler, Edouard L. Fu

2

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
Learning Subgroups with Maximum Treatment Effects Without Causal Heuristics
2026 Proceedings of the AAAI Conference on Artificial Intelligence conference-paper Mathematics Advanced Causal Inference Techniques Open access

Lincen Yang, Zhong Li, Matthijs van Leeuwen, Saber Salehkaleybar

0

citations