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Papers matching “causal effect estimation” 97

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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
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
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
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
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
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
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
Realizing the potential of mobile interventions for education
2024 npj Science of Learning article Computer Science Mobile Learning in Education Open access

Jasmin Breitwieser, Andreas Neubauer, Florian Schmiedek, Garvin Brod

5

citations
Cluster Headache Genomewide Association Study and Meta‐Analysis Identifies Eight Loci and Implicates Smoking as Causal Risk Factor
2023 Annals of Neurology article Medicine Migraine and Headache Studies Open access

Bendik Slagsvold Winsvold, Aster V. E. Harder, Caroline Ran, Mona Ameri Chalmer, Carolina Dalmasso, Egil Ferkingstad, +87 more

59

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
Causal assessment of CKD-MBD biomarker alterations on CKD progression through a g-formula analysis in the EQUAL study
2025 Kidney International article Medicine Parathyroid Disorders and Treatments Open access

Lorenza Magagnoli, Mario Gennaro Cozzolino, Fergus John Caskey, Claudia Torino, Friedo Wilhelm Dekker, Marie Evans, +10 more

7

citations
Mendelian Randomization Analysis of the IL-1 Cytokine Family Proteins Identifies IL1RL1 as a Potential Causal Contributor to Traumatic Brain Injury Prognosis
2026 Neurocritical Care article Medicine Traumatic Brain Injury and Neurovascular Disturbances Open access

Youngjune Bhak, Adel E Helmy, Edward Needham, David Krishna Menon, Varun Warrier, Romit J. Samanta, +91 more

0

citations
Estimating the Potential Cardiovascular Benefit of Lifestyle Risk Factors Using Causal Machine Learning: Insights from UK Biobank
2026 American Journal of Preventive Cardiology article Medicine Cardiovascular Health and Risk Factors Open access

Christophe A. T. Stevens, Julia Brandts, Amany K. Elshorbagy, Fotis Barkas, Dídac Llop, Kanika Dharmayat, +6 more

0

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