Hines, O; (2023) Assumption-Lean Inference for Causal and Statistical Questions in the Era of Machine Learning. PhD thesis, London School of Hygiene & Tropical Medicine. DOI: https://doi.org/10.17037/PUBS.04670988

Avagyan, Vahe; Vansteelandt, Stijn; (2021) Stable inverse probability weighting estimation for longitudinal studies. Scandinavian Journal of Statistics, 48 (3). pp. 1046-1067. ISSN 0303-6898 DOI: https://doi.org/10.1111/sjos.12542

Keogh, Ruth H; Seaman, Shaun R; Gran, Jon Michael; Vansteelandt, Stijn; (2021) Simulating longitudinal data from marginal structural models using the additive hazard model. Biometrical journal. Biometrische Zeitschrift, 63 (7). pp. 1526-1541. ISSN 0323-3847 DOI: https://doi.org/10.1002/bimj.202000040

Seaman, Shaun R; Keogh, Ruth H; Dukes, Oliver; Vansteelandt, Stijn; (2021) Using generalized linear models to implement g-estimation for survival data with time-varying confounding. Statistics in medicine, 40 (16). pp. 3779-3790. ISSN 0277-6715 DOI: https://doi.org/10.1002/sim.8997

Steen, Johan; Vansteelandt, Stijn; De Bus, Liesbet; Depuydt, Pieter; Gadeyne, Bram; Benoit, Dominique D; Decruyenaere, Johan; (2021) Attributable Mortality of Ventilator-associated Pneumonia. Replicating Findings, Revisiting Methods. Annals of the American Thoracic Society, 18 (5). pp. 830-837. ISSN 2329-6933 DOI: https://doi.org/10.1513/AnnalsATS.202004-385OC

Bartlett, Jonathan W; Morris, Tim P; Stensrud, Mats J; Daniel, Rhian M; Vansteelandt, Stijn K; Burman, Carl-Fredrik; (2020) The Hazards of Period Specific and Weighted Hazard Ratios. Statistics in biopharmaceutical research, 12 (4). pp. 518-519. ISSN 1946-6315 DOI: https://doi.org/10.1080/19466315.2020.1755722

Dukes, Oliver; Avagyan, Vahe; Vansteelandt, Stijn; (2020) Doubly robust tests of exposure effects under high-dimensional confounding. BIOMETRICS, 76 (4). pp. 1190-1200. ISSN 0006-341X DOI: https://doi.org/10.1111/biom.13231

Eble, Alex; Frost, Chris; Camara, Alpha; Bouy, Baboucarr; Bah, Momodou; Sivaraman, Maitri; Hsieh, Pei-Tseng Jenny; Jayanty, Chitra; Brady, Tony; Gawron, Piotr; +3 more... Vansteelandt, Stijn; Boone, Peter; Elbourne, Diana; (2020) How much can we remedy very low learning levels in rural parts of low-income countries? Impact and generalizability of a multi-pronged para-teacher intervention from a cluster-randomized trial in the Gambia. Journal of Development Economics, 148. p. 102539. ISSN 0304-3878 DOI: https://doi.org/10.1016/j.jdeveco.2020.102539

Hines, Oliver; Diaz-Ordaz, Karla; Vansteelandt, Stijn; Jamshidi, Yalda; (2020) Causal graphs for the analysis of genetic cohort data. PHYSIOLOGICAL GENOMICS, 52 (9). pp. 369-378. ISSN 1094-8341 DOI: https://doi.org/10.1152/physiolgenomics.00115.2019

Loh, Wen Wei; Moerkerke, Beatrijs; Loeys, Tom; Vansteelandt, Stijn; (2020) Nonlinear mediation analysis with high-dimensional mediators whose causal structure is unknown. Biometrics, 78 (1). pp. 46-59. ISSN 0006-341X DOI: https://doi.org/10.1111/biom.13402

Seaman, Shaun; Dukes, Oliver; Keogh, Ruth; Vansteelandt, Stijn; (2019) Adjusting for time-varying confounders in survival analysis using structural nested cumulative survival time models. Biometrics, 76 (2). pp. 472-483. ISSN 0006-341X DOI: https://doi.org/10.1111/biom.13158

Van Lancker, Kelly; Vandebosch, An; Vansteelandt, Stijn; De Ridder, Filip; (2019) Evaluating futility of a binary clinical endpoint using early read-outs. STATISTICS IN MEDICINE, 38 (28). pp. 5361-5375. ISSN 0277-6715 DOI: https://doi.org/10.1002/sim.8366

Vansteelandt, Stijn; Linder, Martin; Vandenberghe, Sjouke; Steen, Johan; Madsen, Jesper; (2019) Mediation analysis of time-to-event endpoints accounting for repeatedly measured mediators subject to time-varying confounding. STATISTICS IN MEDICINE, 38 (24). pp. 4828-4840. ISSN 0277-6715 DOI: https://doi.org/10.1002/sim.8336

Benoit, DD; Jensen, HI; Malmgren, J; Metaxa, V; Reyners, AK; Darmon, M; Rusinova, K; Talmor, D; Meert, AP; Cancelliere, L; +13 more... Zubek, L; Maia, P; Michalsen, A; Vanheule, S; Kompanje, EJO; Decruyenaere, J; Vandenberghe, S; Vansteelandt, S; Gadeyne, B; Van den Bulcke, B; Azoulay, E; Piers, RD; DISPROPRICUS study group of the Ethics Section of the European S; (2018) Outcome in patients perceived as receiving excessive care across different ethical climates: a prospective study in 68 intensive care units in Europe and the USA. Intensive care medicine, 44 (7). pp. 1039-1049. ISSN 0342-4642 DOI: https://doi.org/10.1007/s00134-018-5231-8

Druwé, Patrick; Monsieurs, Koenraad G; Piers, Ruth; Gagg, James; Nakahara, Shinji; Alpert, Evan Avraham; van Schuppen, Hans; Élő, Gábor; Truhlář, Anatolij; Huybrechts, Sofie A; +24 more... Mpotos, Nicolas; Joly, Luc-Marie; Xanthos, Theodoros; Roessler, Markus; Paal, Peter; Cocchi, Michael N; BjØrshol, Conrad; Pauliková, Monika; Nurmi, Jouni; Salmeron, Pascual Piñera; Owczuk, Radoslaw; Svavarsdóttir, Hildigunnur; Deasy, Conor; Cimpoesu, Diana; Ioannides, Marios; Fuenzalida, Pablo Aguilera; Kurland, Lisa; Raffay, Violetta; Pachys, Gal; Gadeyne, Bram; Steen, Johan; Vansteelandt, Stijn; De Paepe, Peter; Benoit, Dominique D; (2018) Perception of inappropriate cardiopulmonary resuscitation by clinicians working in emergency departments and ambulance services: The REAPPROPRIATE international, multi-centre, cross sectional survey. Resuscitation, 132. pp. 112-119. ISSN 0300-9572 DOI: https://doi.org/10.1016/j.resuscitation.2018.09.006 Full text not available from this repository.

Martinussen, Torben; Vansteelandt, Stijn; (2018) Instrumental variables estimation with competing risk data. Biostatistics (Oxford, England), 21 (1). pp. 158-171. ISSN 1465-4644 DOI: https://doi.org/10.1093/biostatistics/kxy039 Full text not available from this repository.

Seaman, Shaun R; Vansteelandt, Stijn; (2018) Introduction to Double Robust Methods for Incomplete Data. Statistical science, 33 (2). pp. 184-197. ISSN 0883-4237 DOI: https://doi.org/10.1214/18-STS647

Vansteelandt, Stijn; Didelez, Vanessa; (2018) Improving the robustness and efficiency of covariate-adjusted linear instrumental variable estimators. Scandinavian Journal of Statistics, 45 (4). pp. 941-961. ISSN 0303-6898 DOI: https://doi.org/10.1111/sjos.12329

Vansteelandt, Stijn; Walter, Stefan; Tchetgen Tchetgen, Eric; (2018) Eliminating Survivor Bias in Two-stage Instrumental Variable Estimators. Epidemiology (Cambridge, Mass), 29 (4). pp. 536-541. ISSN 1044-3983 DOI: https://doi.org/10.1097/EDE.0000000000000835 Full text not available from this repository.

Dukes, Oliver; Vansteelandt, Stijn; (2017) A Note on G-Estimation of Causal Risk Ratios. American journal of epidemiology, 187 (5). pp. 1079-1084. ISSN 0002-9262 DOI: https://doi.org/10.1093/aje/kwx347 Full text not available from this repository.

Keogh, Ruth H; Daniel, Rhian M; VanderWeele, Tyler J; Vansteelandt, Stijn; (2017) Analysis of Longitudinal Studies With Repeated Outcome Measures: Adjusting for Time-Dependent Confounding Using Conventional Methods. American journal of epidemiology, 187 (5). pp. 1085-1092. ISSN 0002-9262 DOI: https://doi.org/10.1093/aje/kwx311

Martinussen, Torben; Nørbo Sørensen, Ditte; Vansteelandt, Stijn; (2017) Instrumental variables estimation under a structural Cox model. Biostatistics (Oxford, England), 20 (1). pp. 65-79. ISSN 1465-4644 DOI: https://doi.org/10.1093/biostatistics/kxx057 Full text not available from this repository.

Pouwels, KB; Van Kleef, E; Vansteelandt, S; Batra, R; Edgeworth, JD; Smieszek, T; Robotham, JV; (2017) Does appropriate empiric antibiotic therapy modify intensive care unit-acquired Enterobacteriaceae bacteraemia mortality and discharge? Journal of Hospital Infection, 96 (1). pp. 23-28. ISSN 0195-6701 DOI: https://doi.org/10.1016/j.jhin.2017.03.016

Steen, Johan; Loeys, Tom; Moerkerke, Beatrijs; Vansteelandt, Stijn; (2017) <b>medflex</b>: An <i>R</i> Package for Flexible Mediation Analysis using Natural Effect Models. Journal of Statistical Software, 76 (11). ISSN 1548-7660 DOI: https://doi.org/10.18637/jss.v076.i11

Vansteelandt, Stijn; (2017) Asking Too Much of Epidemiologic Studies: The Problem of Collider Bias and the Obesity Paradox. Epidemiology (Cambridge, Mass), 28 (5). e47-e49. ISSN 1044-3983 DOI: https://doi.org/10.1097/EDE.0000000000000693

Vansteelandt, Stijn; Dukes, Oliver; Martinussen, Torben; (2017) Survivor bias in Mendelian randomization analysis. Biostatistics (Oxford, England), 19 (4). pp. 426-443. ISSN 1465-4644 DOI: https://doi.org/10.1093/biostatistics/kxx050 Full text not available from this repository.

Bartlett, Jonathan W; Carpenter, James R; Tilling, Kate; Vansteelandt, Stijn; (2015) Corrigendum: Improving upon the efficiency of complete case analysis when covariates are MNAR (10.1093/biostatistics/kxu023). Biostatistics (Oxford, England), 16 (1). 205-. ISSN 1465-4644 DOI: https://doi.org/10.1093/biostatistics/kxu051

Loeys, Tom; Moerkerke, Beatrijs; Vansteelandt, Stijn; (2015) A cautionary note on the power of the test for the indirect effect in mediation analysis. FRONTIERS IN PSYCHOLOGY, 5. 1549-. ISSN 1664-1078 DOI: https://doi.org/10.3389/fpsyg.2014.01549

Bartlett, Jonathan W; Carpenter, James R; Tilling, Kate; Vansteelandt, Stijn; (2014) Improving upon the efficiency of complete case analysis when covariates are MNAR. Biostatistics (Oxford, England), 15 (4). pp. 719-730. ISSN 1465-4644 DOI: https://doi.org/10.1093/biostatistics/kxu023

Daniel, RM; De Stavola, BL; Cousens, SN; Vansteelandt, S; (2014) Causal mediation analysis with multiple mediators. Biometrics, 71 (1). pp. 1-14. ISSN 0006-341X DOI: https://doi.org/10.1111/biom.12248

Vandekerckhove, Frank; Gerris, Jan; Vansteelandt, Stijn; De Baerdemaeker, An; Tilleman, Kelly; De Sutter, Petra; (2014) Delaying the oocyte maturation trigger by one day leads to a higher metaphase II oocyte yield in IVF/ICSI: a randomised controlled trial. REPRODUCTIVE BIOLOGY AND ENDOCRINOLOGY, 12 (1). 31-. ISSN 1477-7827 DOI: https://doi.org/10.1186/1477-7827-12-31

Vansteelandt, S; Daniel, RM; (2014) On regression adjustment for the propensity score. Statistics in medicine, 33 (23). pp. 4053-4072. ISSN 0277-6715 DOI: https://doi.org/10.1002/sim.6207 Full text not available from this repository.

Vansteelandt, Stijn; Carpenter, James; Kenward, Michael G; (2010) Analysis of Incomplete Data Using Inverse Probability Weighting and Doubly Robust Estimators. Methodology, 6 (1). pp. 37-48. ISSN 1614-1881 DOI: https://doi.org/10.1027/1614-2241/a000005 Full text not available from this repository.

Carpenter, James R; Kenward, Michael G; Vansteelandt, Stijn; (2006) A Comparison of Multiple Imputation and Doubly Robust Estimation for Analyses with Missing Data. Journal of the Royal Statistical Society Series A, (Statistics in Society), 169 (3). pp. 571-584. ISSN 0964-1998 DOI: https://doi.org/10.1111/j.1467-985x.2006.00407.x Full text not available from this repository.

Vansteelandt, Stijn; Goetghebeur, Els; Kenward, Michael G; Molenberghs, Geert; (2006) Ignorance and uncertainty regions as inferential tools in a sensitivity analysis. Statistica Sinica, 16 (3). pp. 953-979. ISSN 1017-0405 https://researchonline.lshtm.ac.uk/id/eprint/6365 Full text not available from this repository.