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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 |
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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 |
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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 |
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Empirical Efficiency Maximization: Improved Locally Efficient Covariate Adjustment in Randomized Experiments and Survival Analysis |
D. Rubin; M.J. van der Laan |
2008 |
Journal Article |
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Depressive symptoms in low-income women in rural Mexico |
Fleischer, Nancy L.; Fernald, Lia C.; Hubbard, Alan E. |
2007 |
Journal Article |
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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 |
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Review 1: "Leveraging Pre-Vaccination Antibody Titers across Multiple Influenza H3N2 Variants to Forecast the Post-Vaccination Response" |
Zach Butzin-Dozier, Ph.D. |
2024 |
Journal Article |
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Targeted learning of the mean outcome under an optimal dynamic treatment rule |
M. J. van der Laan; A. R. Luedtke |
2014 |
Journal Article |
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Improved Small-Sample Estimation of Nonlinear Cross-Validated Prediction Metrics |
Benkeser D, Petersen M & van der Laan MJ |
2019 |
Journal Article |
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Predicting Long COVID in the National COVID Cohort Collaborative Using Super Learner: Cohort Study |
Zach Butzin-Dozier, Ph.D.; Yunwen Ji; Haodong Li; Jeremy Coyle; Seraphina Shi; Rachael Phillips, Ph.D.; Andrew Mertens; Romain Pirracchio, M.D., MPH, Ph.D, FCCM; Mark van der Laan, Ph.D.; Rena C Patel; John M Colford; Alan Hubbard, Ph.D. |
2024 |
Journal Article |
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Estimation and Evaluation of the Resource-Constrained Optimal Dynamic Treatment Rule: An Application to HIV Care Retention |
Lina M. Montoya; Maya Petersen, M.D. Ph.D. |
2025 |
Journal Article |
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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 |
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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 |
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Highly Adaptive Ridge |
Mark van der Laan; Alexander Hagemeister; Alejandro Schuler, Ph.D. |
2024 |
Journal Article |
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Targeted Maximum Likelihood Based Causal Inference Part I |
M.J. van der Laan |
2010 |
Journal Article |
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Quantile-function based null distribution in resampling based multiple testing |
van der Laan, Mark J.; Hubbard, Alan E. |
2006 |
Journal Article |
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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 |
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Highly Adaptive LASSO: Machine Learning that Provides Valid Nonparametric Inference in Realistic Models |
Zach Butzin-Dozier, Ph.D.; Sky Qiu; Alan Hubbard, Ph.D.; Seraphina Shi; Mark van der Laan, Ph.D. |
2024 |
Journal Article |
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Statistical inference for the mean outcome under a possibly non-unique optimal treatment strategy |
A. R. Luedtke; M. J. van der Laan |
2019 |
Journal Article |
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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 |
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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 |
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Maternal experience of intimate partner violence, maternal depression, and parental stress are not associated with child telomere length in Bangladesh |
Diego Figueroa; Zach Butzin-Dozier, Ph.D.; Andrew Mertens, Ph.D.; Alan Hubbard, Ph.D. |
2025 |
Journal Article |
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Big data and targeted machine learning in action to assist medical decision in the ICU; Anesthesia Critical Care \& Pain Medicine |
Pirracchio, Romain; Cohen, Mitchell J.; Malenica, Ivana; Cohen, Jonathan; Chambaz, Antoine; Cannesson, Maxime; Lee, Christine; Resche-Rigon, Matthieu; Hubbard, Alan E. |
2019 |
Journal Article |
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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 |
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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 |
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Targeted Maximum Likelihood Based Causal Inference Part II |
M.J. van der Laan |
2010 |
Journal Article |
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Mass extinctions as statistical phenomena: an examination of the evidence using chi-square tests and bootstrapping |
Hubbard, Alan E.; Gilinsky, Norman L. |
1992 |
Journal Article |
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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 |
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A Multi-Component Integrated HIV and Hypertension Care Model Improves Hypertension Screening and Control in Rural Uganda: A Cluster Randomized Trial |
Jane Kabami; Laura Balzer, Ph.D.; Mucunguzi Atukunda; Elizabeth Arinaitwe; Gerald Mutungi |
2024 |
Journal Article |
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Optimal Individualized Treatments in Resource-Limited Settings |
A. Luedtke; M. van der Laan |
2018 |
Journal Article |
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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 |
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Implicit bias in Critical Care Data: Factors affecting sampling frequencies and missingness patterns of clinical and biological variables in ICU Patients |
Seraphina Shi; Alan Hubbard; Nicholas Fong; Romain Pirracchio |
2024 |
Journal Article |
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Deep Causal Behavioral Policy Learning: Applications to Healthcare |
Jonas Knecht; Maya Petersen, M.D. Ph.D. |
2025 |
Journal Article |
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A roadmap for estimating and interpreting population intervention parameters |
Ahern J, Hubbard A. |
2009 |
Journal Article |
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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 |
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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 |
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A General Implementation of TMLE for Longitudinal Data Applied to Causal Inference in Survival Analysis |
Ori M. Stitelman; Victor De Gruttola; Mark J. van der Laan |
2012 |
Journal Article |
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Targeted estimation and inference for the sample average treatment effect in trials with and without pair matching |
†Balzer, L; Petersen, M; van der Laan, M; the SEARCH Collaboration |
2016 |
Journal Article |
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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 |
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Technical Note: Targeted Maximum Likelihood Estimator for an ATE Standardized for New Target Population |
Mark van der Laan, Ph.D.; Susan Gruber |
2025 |
Journal Article |
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Longitudinal Mediation Analysis with Time-varying Mediators and Exposures, with Application to Survival Outcomes |
W. Zheng; M. van der Laan |
2017 |
Journal Article |
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Causal models and learning from data: integrating causal modeling and statistical estimation |
Petersen ML, van der Laan MJ |
2014 |
Journal Article |
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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 |
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The impact of job stability on monetary poverty in Italy: causal small area estimation |
Katarzyna Reluga; Mark van der Laan, Ph.D. |
2025 |
Journal Article |
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Big Data, Small Sample: Edgeworth Expansions Provide a Cautionary Tale |
Gerlovina, Inna; van der Laan, Mark J; Hubbard, Alan |
2017 |
Journal Article |
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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 |
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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 |
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Targeted Minimum Loss Based Estimation of Marginal Structural Working Models |
M. Petersen; J. Schwab; S. Gruber; N. Blaser; M. Schomaker; M.J. van der Laan |
2013 |
Journal Article |
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Adaptive pre-specification in randomized trials with and without pair-matching |
Balzer, LB; van der Laan, MJ; Petersen, ML; SEARCH Collaboration |
2016 |
Journal Article |
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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 |
