Table 5 Comparison of the hemorrhage results of this work to previous hemorrhage studies

From: Monitoring of hemorrhage and whole blood resuscitation in non-human primates

List by Author

Dataset Type

# of Subjects

Best Performing Feature Set (# of Features)

RMSE (%)

R2

Single Most Important Feature

Current paper (Arshad et al.)

NHP

12

EWPA (1)

13 ± 3

0.79 ± 0.09

EWPA

Gupta et al.23

LBNP

13

ABP Waveform (6)

14 ± 2

0.76 ± 0.10

HRDN

Gupta et al.24

LBNP

40

All Features (10)

15 ± 3

0.76 ± 0.07

HRDN

Bedolla et al.25

LBNP

218

All Features (15)

16

0.78

HRIP

  1. All regression models were GB tree models.