|
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 |
|
Integrated HIV, diabetes, and hypertension care in sub-Saharan Africa |
Maya Petersen; Diane Halvir; Moses R Kamya |
2024 |
Journal Article |
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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 |
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Bridging Binarization: Causal Inference with Dichotomized Continuous Treatments |
Kaitlyn Lee; Alan Hubbard; Alejandro Schuler |
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 |
|
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 |
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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 |
|
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 |
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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 |
|
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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Adaptive sequential surveillance with network and temporal dependence |
Ivana Malenica; Jeremy R Coyle; Mark van der Laan; Maya Petersen |
2024 |
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 |
|
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 |
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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 |
|
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 |
|
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 |
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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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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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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 |
|
Improved Small-Sample Estimation of Nonlinear Cross-Validated Prediction Metrics |
Benkeser D, Petersen M & van der Laan MJ |
2019 |
Journal Article |
|
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 |
|
Estimation of direct causal effects |
Petersen ML, Sinisi SE, van der Laan MJ |
2019 |
Journal Article |
|
Mining with Inference: Data Adaptive Target Parameters |
Hubbard, Alan E.; van der Laan, Mark J. |
2019 |
Journal Article |
|
Causal inference when counterfactuals depend on the proportion of all subjects exposed |
§Miles CH,; Petersen M,; van der Laan MJ |
2019 |
Journal Article |
|
HIV Testing and Treatment with the Use of a Community Health Approach in Rural Africa |
Havlir DV, Balzer LB, Charlebois ED, Clark TD, Kwarisiima D, Ayieko J, Kabami J, Sang N, Liegler T, Chamie G, Camlin CS, Jain V, Kadede K, Atukunda M, Ruel T, Shade SB, Ssemmondo E, Byonanebye DM, Mwangwa F, Owaraganise A, Olilo W, Black D, Snyman K,; Burger R, Getahun M, Achando J, Awuonda B, Nakato H, Kironde J, Okiror S, Thirumurthy H, Koss C, Brown L, Marquez C, Schwab J, Lavoy G, Plenty A, Mugoma Wafula E, Omanya P, Chen YH, Rooney JF, Bacon M, van der Laan M, Cohen CR, Bukusi E, Kamya MR,; Petersen M. |
2019 |
Journal Article |
|
Double Robust Efficient Estimators of Longitudinal Treatment Effects: Comparative Performance in Simulations and a Case Study |
Tran L, Yiannoutsos C, Wools-Kaloustian K, Siika A, van der Laan M, Petersen M. |
2019 |
Journal Article |
|
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 |
|
Optimal Individualized Treatments in Resource-Limited Settings |
A. Luedtke; M. van der Laan |
2018 |
Journal Article |
|
A new approach to hierarchical data analysis: Targeted maximum likelihood estimation for the causal effect of a cluster-level exposure |
†Balzer L,; Zheng W,; van der Laan M,; Petersen M |
2018 |
Journal Article |
|
Targeted Learning in Data Science: Causal Inference for Complex Longitudinal |
Sherri Rose; Mark van der Laan |
2018 |
Book |
|
Targeted Learning in Data Science - Causal Inference for Complex Longitudinal Studies |
M.J. van der Laan; S. Rose |
2018 |
Book |
|
Doubly robust nonparametric inference on the average treatment effect |
D. Benkeser; P. Gilbert; M.J. van der Laan; M. Carone |
2017 |
Journal Article |
|
Longitudinal Mediation Analysis with Time-varying Mediators and Exposures, with Application to Survival Outcomes |
W. Zheng; M. van der Laan |
2017 |
Journal Article |
|
Association of implementation of a universal testing and treatment intervention with HIV diagnosis, receipt of antiretroviral therapy, and HIV viral suppression among adults in East Africa |
Petersen M,; Balzer L,; Kwarsiima D,; Sang N5,; Chamie G2,; Ayieko J,; Kabami J,; Owaraganise A,; Liegler T,; Mwangwa F,; Kadede K,; Jain, V,; Plenty A,; Brown L,; Lavoy G,; Schwab J,; Black D,; van der Laan M,; Bukusi E,; Cohen C,; Clark T,; Charlebois E,; Kamya M,; Havlir D |
2017 |
Journal Article |
|
Petersen M. Constrained binary classification using ensemble learning: an application to cost-efficient targeted PrEP strategies |
†Zheng W; §Balzer L; van der Laan M |
2017 |
Journal Article |
|
Big Data, Small Sample: Edgeworth Expansions Provide a Cautionary Tale |
Gerlovina, Inna; van der Laan, Mark J; Hubbard, Alan |
2017 |
Journal Article |
|
Evaluating the Impact of a HIV Low-Risk Express Care Task-Shifting Program: A Case Study of the Targeted Learning Roadmap. |
†Tran L; Yiannoutsos CT; Musick BS; Wools-Kaloustian K; Siika A; Kimaiyo S; van der Laan M; Petersen M |
2016 |
Journal Article |
|
Adaptive pre-specification in randomized trials with and without pair-matching |
Balzer, LB; van der Laan, MJ; Petersen, ML; SEARCH Collaboration |
2016 |
Journal Article |
|
Adaptive pre-specification in randomized trials with and without pair-matching: SEARCH Collaboration |
L.B. Balzer; M.L. Petersen; M.J. van der Laan |
2016 |
Journal Article |
|
Statistical Inference for Data Adaptive Target Parameters |
Hubbard, A.; Kherad-Pajouh, S.; van der Laan, M. |
2016 |
Journal Article |