Table 2.
Performance of the two-stage model and each individual model stage, in 95% confidence intervals.
| Two-stage model | Stage 1 (regexes) | Stage 2 (LASSO) | ||||
|---|---|---|---|---|---|---|
|
| ||||||
| Cohort | RMSE [95% CI] |
SC [95% CI] |
RMSE [95% CI] |
SC [95% CI] |
RMSE [95% CI] |
SC [95% CI] |
|
| ||||||
| MGH hold-out test set | 3.13 [2.86, 3.41] |
0.90 [0.88, 0.91] |
1.93 [1.49, 2.39] |
0.95 [0.93, 0.97] |
3.72 [3.38, 4.10] |
0.87 [0.86, 0.89] |
| MIMIC validation set | 2.01 [1.58, 2.38] |
0.96 [0.94, 0.97] |
0.61 [0.00, 1.01] |
1.00 [0.99, 1.00] |
4.00 [3.32, 4.70] |
0.81 [0.71, 0.89] |
MIMIC – Medical Information Mart for Intensive Care-MIMIC III; CI – confidence intervals; MGH – Massachusetts General Hospital; Regexes – regular expressions; RMSE – root mean squared error; SC – Spearman correlation.