Skip to main content
. Author manuscript; available in PMC: 2022 Jul 1.
Published in final edited form as: Am J Ophthalmol. 2021 Jan 23;227:74–86. doi: 10.1016/j.ajo.2021.01.008

Table 2.

Predictive performance of models predicting need for glaucoma surgery trained with data from All of Us.

AUC Precision Recall Accuracy
Models trained with dataset containing broad set of predictor variables (56 predictors)
 Multivariable Logistic Regression 0.80 0.90 0.51 0.87
 Artificial Neural Networks 0.93 0.83 0.84 0.92
 Random Forests 0.99 1.00 0.88 0.97
Models trained with dataset containing predictor variables restricted to those from the original single-center model (15 predictors)
 Multivariable Logistic Regression 0.81 0.40 0.75 0.68
 Artificial Neural Networks 0.94 0.84 0.74 0.91
 Random Forests 0.97 0.91 0.75 0.93