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[Preprint]. 2024 Mar 11:2024.03.08.24304011. [Version 1] doi: 10.1101/2024.03.08.24304011

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.