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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
3942020
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
2742018
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
1992020
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
1392018
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
1232018
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
792018
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
762018
Cost-effectiveness of Intensive Blood Pressure Management
JDGF Ilana B. Richman, Michael Fairley, Mads Emil Jørgensen, Alejandro ...
JAMA Cardiology, 2016
612016
How confident are we about observational findings in healthcare: a benchmark study
MJ Schuemie, MS Cepeda, MA Suchard, J Yang, Y Tian, A Schuler, ...
Harvard data science review 2 (1), 2020
562020
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
382020
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
362021
Discovering patient phenotypes using generalized low rank models
A Schuler, V Liu, J Wan, A Callahan, M Udell, DE Stark, NH Shah
Pacific Symposium on Biocomputing. Pacific Symposium on Biocomputing 21, 144, 2016
352016
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
342018
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
292021
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
282017
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
182021
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
182020
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
162018
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
142022
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
142020
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