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Table 1 AutoPEEP detection results provided by the proposed detectors on emulated flow data

From: Automatic detection of AutoPEEP during controlled mechanical ventilation

 

Parameters

True

N. of

Det. by SNT c

Det. by Sequential SNT c

Id

Ventilator a

Lung model b

Label

breaths

P

N

Label

P

N

Label

1

PEP=0, Vt=500, f=15, P=0, I:E=1:2

C=80, R=5

N

21

0

21

N

0

21

N

2

PEP=0, Vt=500, f=15, P=0, I:E=1:2

C=30, R=5

N

20

0

20

N

0

20

N

3

PEP=0, Vt=500, f=25, P=0, I:E=1:2

C=80, R=5

P

33

33

0

P

33

0

P

4

PEP=0, Vt=500, f=25, P=0, I:E=1:1

C=80, R=5

P

34

34

0

P

34

0

P

5

PEP=0, Vt=300, f=20, P=0, I:E=1:2

C=80, R=5

N

27

0

27

N

0

27

N

6

PEP=0, Vt=500, f=12, P=0, I:E=1:2

C=80, R=5

N

16

0

16

N

0

16

N

7

PEP=0, Vt=500, f=20, P=15, I:E=1:3

C=80, R=5

N

27

0

27

N

0

27

N

8

PEP=5, Vt=500, f=20, P=0, I:E=1:3

C=80, R=5

N

27

0

27

N

0

27

N

9

PEP=5, Vt=500, f=20, P=0, I:E=1:2

C=120, R=10

P

27

27

0

P

27

0

P

10

PEP=0, Vt=700, f=20, P=0, I:E=1:2

C=120, R=10

P

27

27

0

P

27

0

P

11

PEP=0, Vt=700, f=20, P=0, I:E=1:6

C=120, R=10

P

24

24

0

P

24

0

P

12

PEP=0, Vt=700, f=20, P=0, I:E=1:1

C=120, R=10

P

27

27

0

P

27

0

P

13

PEP=0, Vt=700, f=20, P=0, I:E=1:2

C=140, R=25

P

13

13

0

P

13

0

P

  1. aVentilator parameters include: Positive Expiratory Pressure PEP [cmH 2 O], air volume Vt [ml], frequency f [breaths/min], pause time P [%], Inspiratory to expiratory time ratio I:E.
  2. bLung model parameters include: compliance C [ml/cmH 2 O] and resistance R [cmH 2 O/l/s].
  3. cFor each of the experiments, the AutoPEEP detection provides: the number of breaths detected as AutoPEEP (denoted as P for Positive), the number of breaths detected as NON-AutoPEEP (denoted as N for Negative) and the overall label for the considered setting.