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Alejandro Schuler
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Ngboost: Natural gradient boosting for probabilistic prediction
T Duan, A Anand, DY Ding, KK Thai, S Basu, A Ng, A Schuler
International conference on machine learning, 2690-2700, 2020
3102020
Some methods for heterogeneous treatment effect estimation in high dimensions
S Powers, J Qian, K Jung, A Schuler, NH Shah, T Hastie, R Tibshirani
Statistics in medicine 37 (11), 1767-1787, 2018
2542018
Automated identification of adults at risk for in-hospital clinical deterioration
GJ Escobar, VX Liu, A Schuler, B Lawson, JD Greene, P Kipnis
New England Journal of Medicine 383 (20), 1951-1960, 2020
1702020
Comparing methods for estimation of heterogeneous treatment effects using observational data from health care databases
T Wendling, K Jung, A Callahan, A Schuler, NH Shah, B Gallego
Statistics in medicine 37 (23), 3309-3324, 2018
1282018
The impact of acute organ dysfunction on long-term survival in sepsis
A Schuler, DA Wulf, Y Lu, TJ Iwashyna, GJ Escobar, NH Shah, VX Liu
Critical care medicine 46 (6), 843-849, 2018
1022018
Association of hemoglobin A1c levels with use of sulfonylureas, dipeptidyl peptidase 4 inhibitors, and thiazolidinediones in patients with type 2 diabetes treated with …
R Vashisht, K Jung, A Schuler, JM Banda, RW Park, S Jin, L Li, JT Dudley, ...
JAMA network open 1 (4), e181755-e181755, 2018
762018
A comparison of methods for model selection when estimating individual treatment effects
A Schuler, M Baiocchi, R Tibshirani, N Shah
arXiv preprint arXiv:1804.05146, 2018
672018
Cost-effectiveness of Intensive Blood Pressure Management
JDGF Ilana B. Richman, Michael Fairley, Mads Emil Jørgensen, Alejandro ...
JAMA Cardiology, 2016
532016
How confident are we about observational findings in health care: a benchmark study
MJ Schuemie, MS Cepeda, MA Suchard, J Yang, Y Tian, A Schuler, ...
Harv Data Sci Rev 2 (1), 10.1162, 2020
472020
Discovering patient phenotypes using generalized low rank models
A Schuler, V Liu, J Wan, A Callahan, M Udell, DE Stark, NH Shah
Biocomputing 2016: Proceedings of the Pacific Symposium, 144-155, 2016
362016
Association between peripheral blood oxygen saturation (SpO2)/fraction of inspired oxygen (FiO2) ratio time at risk and hospital mortality in mechanically ventilated patients
JY Adams, AJ Rogers, A Schuler, GP Marelich, JM Fresco, SL Taylor, ...
The Permanente Journal 24, 2020
332020
Performing an informatics consult: methods and challenges
A Schuler, A Callahan, K Jung, NH Shah
Journal of the American College of Radiology 15 (3), 563-568, 2018
292018
Synth-validation: Selecting the best causal inference method for a given dataset
A Schuler, K Jung, R Tibshirani, T Hastie, N Shah
arXiv preprint arXiv:1711.00083, 2017
272017
Prediction of obstetrical and fetal complications using automated electronic health record data
GJ Escobar, L Soltesz, A Schuler, H Niki, I Malenica, C Lee
American journal of obstetrics and gynecology 224 (2), 137-147. e7, 2021
262021
Unsupervised learning for automated detection of coronary artery disease subgroups
AM Flores, A Schuler, AV Eberhard, JW Olin, JP Cooke, NJ Leeper, ...
Journal of the American Heart Association 10 (23), e021976, 2021
202021
The presentation, pace, and profile of infection and sepsis patients hospitalized through the emergency department: an exploratory analysis
VX Liu, M Bhimarao, JD Greene, RN Manickam, A Martinez, A Schuler, ...
Critical Care Explorations 3 (3), e0344, 2021
152021
An evaluation of clinical order patterns machine-learned from clinician cohorts stratified by patient mortality outcomes
JK Wang, J Hom, S Balasubramanian, A Schuler, NH Shah, MK Goldstein, ...
Journal of biomedical informatics 86, 109-119, 2018
142018
Assessment of value of neighborhood socioeconomic status in models that use electronic health record data to predict health care use rates and mortality
A Schuler, L O’Súilleabháin, G Rinetti-Vargas, P Kipnis, F Barreda, VX Liu, ...
JAMA Network Open 3 (10), e2017109-e2017109, 2020
132020
Increasing the efficiency of randomized trial estimates via linear adjustment for a prognostic score
A Schuler, D Walsh, D Hall, J Walsh, C Fisher, ...
The International Journal of Biostatistics 18 (2), 329-356, 2022
112022
Predicting preventable hospital readmissions with causal machine learning
BJ Marafino, A Schuler, VX Liu, GJ Escobar, M Baiocchi
Health services research 55 (6), 993-1002, 2020
112020
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Articles 1–20