Pathways through which water, sanitation, hygiene, and nutrition interventions reduce antibiotic use in young children: a mediation analysis of a cluster-randomized trial |
Anna Nguyen; Gabby Barratt Heitmann; Andrew Mertens, Ph.D.; Sania Ashraf; Md Ziaur Rahman; Shahjahan Ali; Mahbub Rahman; Benjamin F. Arnold; Jessica A. Grembi; Audrie Lin; Ayse Ercumen; Jade Benjamin-Chung |
2024 |
Journal Article |
Dynamic choice HIV prevention with cabotegravir long-acting injectable in rural Uganda and Kenya: a randomised trial extension |
Moses R Kamya; Laura Balzer, Ph.D.; James Ayieko; Elijah Kakande; Maya Petersen; et al. |
2024 |
Journal Article |
SSRI use during acute COVID-19 and risk of Long COVID among patients with depression |
Zachary Butzin-Dozier; Yunwen Ji; Sarang Deshpande; Eric Hurwitz; A. Jerrod Anzalone; Andrew Mertens, Ph.D.; Mark van der Laan, Ph.D. |
2024 |
Journal Article |
Unlocking the potential of wearable device wear time to enhance postpartum depression screening and detection |
Eric Hurwitz; Samantha Meltzer-Brody; Zachary Butzin-Dozier; Rena C. Patel; Noémie Elhadad; Melissa A. Haendel |
2024 |
Journal Article |
Highly Adaptive Ridge |
Mark van der Laan; Alexander Hagemeister; Alejandro Schuler, Ph.D. |
2024 |
Journal Article |
Performance of Cross-Validated Targeted Maximum Likelihood Estimation |
Matthew J. Smith; Rachael Phillips, Ph.D.; Camille Maringe; Miguel Angel Luque-Fernandez |
2024 |
Journal Article |
Effects Among the Affected |
Lina M. Montoya; Elvin H. Geng; Michael Valancius; Michael R. Kosorok; Maya Petersen |
2024 |
Journal Article |
Rainfall and Temperature Modify Effects of On-Site Sanitation Intervention on E. coli Contamination in Bangladeshi Households |
Caitlin G. Niven; Mahfuza Islam; Anna Nguyen; Andrew Mertens, Ph.D.; Amy J. Pickering; Laura H. Kwong; Mahfuja Alam; Debashis Sen; Sharmin Islam; Mahbubur Rahman; Leanne Unicomb; Alan E. Hubbard; Stephen P. Luby; Jessica A. Grembi; John M. Colford Jr.; Benjamin F. Arnold; Jade Benjamin-Chung; Ayse Ercumen |
2024 |
Journal Article |
Evaluating and Utilizing Surrogate Outcomes in Covariate-Adjusted Response-Adaptive Designs |
Wenxin Zhang; Aaron Hudson; Maya Petersen; Mark van der Laan |
2024 |
Journal Article |
Evaluating and Utilizing Surrogate Outcomes in Covariate-Adjusted Response-Adaptive Designs |
Wenxin Zhang; Aaron Hudson; Maya Petersen, M.D. Ph.D.; Mark van der Laan, Ph.D. |
2024 |
Journal Article |
Prevalence and Factors Associated With Alcohol-Related Road Traffic Injuries in Cameroon |
Serge Ngekeng; Rasheedat Oke; Mark Yost; Fanny Dissak-Delon; Alan Hubbard, Ph.D.; Sandra I. McCoy; Ariane Christie; Steven Shoptaw; Alain Chichom-Mefire; Catherine Juillard |
2024 |
Journal Article |
Large Language Models as Co-Pilots for Causal Inference in Medical Studies |
Ahmed Alaa; Rachael Phillips; Emre Kiciman; Laura Balzer; Mark van der Laan; Maya Petersen |
2024 |
Journal Article |
Invited Discussion on "Randomization Tests to Address Disruptions in Clinical Trials: A Report from the NISS Ingram Olkin Forum Series on Unplanned Clinical Trial Disruptions" |
Rachael Phillips, Ph.D.; Mark van der Laan, Ph.D. |
2024 |
Journal Article |
Data-Adaptive Identification of Subpopulations Vulnerable to Chemical Exposures using Stochastic Interventions |
David McCoy, Ph.D.; Wenxin Zhang; Alan Hubbard, Ph.D.; Mark van der Laan, Ph.D.; Alejandro Schuler, Ph.D. |
2024 |
Journal Article |
Implicit bias in Critical Care Data: Factors affecting sampling frequencies and missingness patterns of clinical and biological variables in ICU Patients |
Junming (Seraphina) Shi; Alan Hubbard; Nicholas Fong; Romain Pirracchio |
2024 |
Journal Article |
HAL-based Plugin Estimation of the Causal Dose-Response Curve |
Junming (Seraphina) Shi; Wenxin Zhang; Alan Hubbard; Mark van der Laan |
2024 |
Journal Article |
Incident Tuberculosis Infection Is Associated With Alcohol Use in Adults in Rural Uganda |
Kirsten Landsiedel; Maya Petersen; Laura Balzer; Rachel Abbott; Mucunguzi Atukunda; Sarah B Puryear; Gabriel Chamie; Judith A Hahn; Florence Mwangwa; Elijah Kakande; Diane V Havlir; Edwin Charlebois; Moses R Kamya; Carina Marquez |
2024 |
Journal Article |
Estimating the effect of realistic improvements of metformin adherence on COVID-19 mortality using targeted machine learning |
Sky Qiu; Alan Hubbard; Juan Pablo Gutiérrez; Ganesh Pimpale; Arturo Juárez-Flores; Rakesh Ghosh; Iván de Jesús Ascencio-Montiel; Stefano M Bertozzi |
2024 |
Journal Article |
Identification and responses to positivity violations in longitudinal studies: an illustration based on invasively mechanically ventilated ICU patients |
Aksel K.G. Jensen; Theis Lange; Olav L. Schjørring; Maya Petersen |
2024 |
Journal Article |
Integrated HIV, diabetes, and hypertension care in sub-Saharan Africa |
Maya Petersen; Diane Halvir; Moses R Kamya |
2024 |
Journal Article |
Predicting Long COVID in the National COVID Cohort Collaborative Using Super Learner: Cohort Study |
Zachary Butzin-Dozier; Yunwen Ji; Haodong Li; Jeremy Coyle; Junming (Seraphina) Shi; Rachael Phillips; Andrew Mertens; Romain Pirracchio; Mark van der Laan; Rena C Patel; John M Colford; Alan Hubbard |
2024 |
Journal Article |
Adaptive-TMLE for the Average Treatment Effect based on Randomized Controlled Trial Augmented with Real-World Data |
Mark van der Laan; Sky Qiu; Lars van der Laan |
2024 |
Journal Article |
Bridging Binarization: Causal Inference with Dichotomized Continuous Treatments |
Kaitlyn Lee; Alan Hubbard; Alejandro Schuler |
2024 |
Journal Article |
Can drinking water, sanitation, handwashing, and nutritional interventions reduce antibiotic use in young children? |
Ayse Ercumen; Andrew Mertens; Zachary Butzin-Dozier; Da Kyung Jung; Shahjahan Ali; Beryl S. Achando; Gouthami Rao; Caitlin Hemlock; Amy J. Pickering; Christine P. Stewart; Sophia T. Tan; Jessica A. Grembi; Jade Benjamin-Chung; Marlene Wolfe; Gene G. Ho; Md. Ziaur Rahman; Charles D. Arnold; Holly N. Dentz; Sammy M Njenga; Dorie Meerkerk; Belinda Chen; Maya Nadimpalli; Mohammad Aminul Islam; Alan Hubbard; Clair Null; Leanne Unicomb; Mahbubur Rahman; John M. Colford Jr; Stephen P. Luby; Benjamin F. Arnold; Audrie Lin |
2024 |
Journal Article |
A cluster-randomized trial of water, sanitation, handwashing and nutritional interventions on stress and epigenetic programming |
Andrew Mertens; Alan Hubbard; Audrie Lin; Md. Ziaur Rahman; Sophia T. Tan; Dora Il’yasova; Ivan Spasojevic; Shahjahan Ali; Christine P. Stewart; Lia C. H. Fernald; Lisa Kim; Liying Yan; Ann Meyer; Md. Rabiul Karim; Sunny Shahriar; Gabrielle Shuman; Benjamin F. Arnold; Syeda L. Famida; Salma Akther; Md. Saheen Hossen; Palash Mutsuddi; Abul K. Shoab; Idan Shalev; Mahbubur Rahman; Leanne Unicomb; Christopher D. Heaney; Patricia Kariger; John M. Colford Jr.; Stephen P. Luby; Douglas A. Granger |
2024 |
Journal Article |
Estimating conditional hazard functions and densities with the highly-adaptive lasso |
Anders Munch; Thomas A. Gerds; Mark van der Laan, Ph.D.; Helene C. W. Rytgaard |
2024 |
Journal Article |
Estimating conditional hazard functions and densities with the highly-adaptive lasso |
Anders Munch; Thomas A. Gerds; Mark van der Laan; Helena C. W. Rytgaard |
2024 |
Journal Article |
Statistical learning for constrained functional parameters in infinite-dimensional models with applications in fair machine learning |
Razieh Nabi; Nima Hejazi; Mark van der Laan; David Benkeser |
2024 |
Journal Article |
Randomized Trial of Dynamic Choice HIV Prevention at Antenatal and postnatal care clinics in rural Uganda and Kenya |
Shalika Gupta; Maya Petersen; Laura Balzer; Jane Kabami; Catherine A Koss; Helen Sunday; Edith Biira; Marilyn Nyabuti; Gabriel Chamie; James Ayieko; Elijah Kakande; Melanie C Bacon; Diane Havlir; Moses R Kamya |
2024 |
Journal Article |
Stress biomarkers and child development in young children in Bangladesh |
Zachary Butzin-Dozier; Andrew N. Mertens; Sophia T. Tan; Douglas A. Granger; Helen O. Pitchik; Dora Il'yasova; Fahmida Tofail; Md. Ziaur Rahman; Ivan Spasojevic; Idan Shalev; Shahjahan Ali; Mohammed Rabiul Karim; Sunny Shahriar; Syeda Luthfa Famida; Gabrielle Shuman; Abul K. Shoab; Salma Akther; Md. Saheen Hossen; Palash Mutsuddi; Mahbubur Rahman; Leanne Unicomb; Kishor K. Das; Liying Yan; Ann Meyer; Christine P. Stewart; Alan Hubbard; Ruchira Tabassum Naved; Kausar Parvin; Md. Mahfuz Al Mamun; Stephen P. Luby; John M. Colford Jr.; Lia C.H. Fernald; Audrie Lin |
2024 |
Journal Article |
Adaptive selection of the optimal strategy to improve precision and power in randomized trials |
Laura Balzer; Erica Cai; Lucas Godoy Garraza; Pracheta Amaranath |
2024 |
Journal Article |
Is detection of enteropathogens and human or animal faecal markers in the environment associated with subsequent child enteric infections and growth: an individual participant data meta-analysis |
Andrew Mertens; Benjamin F Arnold; Jade Benjamin-Chung; Alexandria B Boehm; Joe Brown; Drew Capone; Thomas Clasen; Erica R Fuhrmeister; Jessica A Grembi; David Holcomb; Jackie Knee; Laura H Kwong; Audrie Lin; Stephen P Luby; Rassul Nala; Kara Nelson; Sammy M Njenga; Clair Null; Amy J Pickering; Mahbubur Rahman; Heather E Resse; Lauren Steinbaum; Jill R Stewart; Ruwan Thilakaratne; Oliver Cumming; John M Colford; Ayse Ercumen |
2024 |
Journal Article |
Adaptive sequential surveillance with network and temporal dependence |
Ivana Malenica; Jeremy R Coyle; Mark van der Laan; Maya Petersen |
2024 |
Journal Article |
When exposure affects subgroup membership: Framing relevant causal questions in perinatal epidemiology and beyond |
Shalika Gupta; Laura Balzer; Moses R Kamya; Diane V Havlir; Maya Petersen |
2024 |
Journal Article |
SuperNOVA: Semi-Parametric Identification and Estimation of Interaction and Effect Modification in Mixed Exposures using Stochastic Interventions in R |
David McCoy, Ph.D.; Alejandro Schuler, Ph.D.; Alan Hubbard, Ph.D.; Mark van der Laan, Ph.D. |
2023 |
Journal Article |
A Causal Roadmap for Generating High-Quality Real-World Evidence |
Lauren E Dang , Susan Gruber , Hana Lee , Issa J Dahabreh , Elizabeth A Stuart , Brian D Williamson , Richard Wyss , Iván Dí |
2023 |
Journal Article |
Who is most at risk of dying if infected with SARS-CoV-2? A mortality risk factor analysis using machine learning of patients with COVID-19 over time: a large population-based cohort study in Mexico |
Lauren D Liao, Alan E Hubbard, Juan Pablo Gutierrez, Arturo Juárez-Flores, Kendall Kikkawa, Ronit Gupta, Yana Yarmolich, Iván de Jesús Ascencio-Montiel, Stefano M Bertozzi |
2023 |
Journal Article |
An Application of the Causal Roadmap in Two Safety Monitoring Case Studies: Causal Inference and Outcome Prediction using Electronic Health Record Data |
Brian D Williamson,Richard Wyss, Elizabeth A Stuart, Lauren E Dang, Andrew N Mertens, Romain S Neugebauer, Andrew Wilson, Susan Gruber |
2023 |
Journal Article |
Causes and Consequences of Child Growth Faltering in Low-resource settings |
Andrew Mertens, Jade Benjamin-Chung, John M. Colford Jr, Jeremy Coyle, Mark J. van der Laan, Alan E. Hubbard, Sonali Rosete, Ivana Malenica, Nima Hejazi, Oleg Sofrygin, Wilson Cai, Haodong Li, etc. |
2023 |
Journal Article |
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects |
Mark van der Laan; Ahmed M. Alaa; Zaid Ahmad |
2023 |
Journal Article |
Blurring cluster randomized trials and observational studies: Two-Stage TMLE for subsampling, missingness, and few independent units |
Joshua R Nugent; Carina Marquez; Edwin D Charlebois; Rachel Abbott; Laura Balzer |
2023 |
Journal Article |
Targeted Learning: Toward a Future Informed by Real-World Evidence |
Mark van der Laan; Rachael Phillips; Susan Gruber; Martin Ho; John Concato; Hana Lee |
2023 |
Journal Article |
Targeted Learning Handbook: Causal Machine Learning and Inference in the tlverse R Software Ecosystem |
Jeremy Coyle, Mark van der Laan, Alan Hubbard, Rachael Phillips, Ivana Malenica, Nima Hejazi |
2022 |
Book |
The optimal dynamic treatment rule superlearner: considerations, performance, and application to criminal justice interventions |
Montoya LM, van der Laan MJ, Luedtke AR, Skeem JL, Coyle JR, Petersen ML. |
2022 |
Journal Article |
Estimators for the value of the optimal dynamic treatment rule with application to criminal justice interventions |
Montoya LM, van der Laan MJ, Skeem JL, Petersen ML. |
2022 |
Journal Article |
Machine learning to identify persons at high-risk of HIV acquisition in rural Kenya and Uganda |
Balzer LB, Havlir DV, Kamya MR, Chamie G, Charlebois ED, Clark TD, Koss CA, Kwarisiima D, Ayieko J, Sang N, Kabami J, Atukunda M, Jain V, Camlin CS, Cohen CR, Bukusi EA, van der Laan M, Petersen ML. |
2020 |
Journal Article |
Dynamic Impact of Transfusion Ratios on Outcomes in Severely Injured Patients: Targeted Machine Learning Analysis of the Pragmatic, Randomized Optimal Platelet and Plasma Ratios Randomized Clinical Trial |
Nguyen, M.; Pirracchio, R.; Kornblith, L. Z.; Callcut, R.; Fox, E. E; Wade, C. E.; Schreiber, M.; Holcomb, J. B.; Coyle, J.; Cohen, M.; Hubbard, A. E. |
2020 |
Journal Article |
Countering the Curse of Dimensionality: Exploring Data-generating Mechanisms Through Participant Observation and Mechanistic Modeling; Epidemiology |
Hubbard, Alan; Trostle, James; Trostle, James; Cangemi, Ivan; Eisenberg, Joseph N. S |
2020 |
Journal Article |
Super learner analysis of real-time electronically monitored adherence to antiretroviral therapy under constrained optimization and comparison to non-differentiated care approaches for persons living with HIV in rural Uganda |
†Benitez AE, Musinguzi N, Bangsberg DR, Bwana MB, Muzoora C, Hunt PW, Martin JN, Haberer JE, Petersen ML |
2020 |
Journal Article |
Application of machine learning methodology to assess the performance of DIABETIMSS program for patients with type 2 diabetes in family medicine clinics in Mexico |
Yue You; Svetlana V. Doubova; Diana Pinto-Masis; Ricardo Pérez-Cuevas; Víctor Hugo Borja-Aburto; Alan Hubbard |
2019 |
Journal Article |