Table 4 Salient administered fractions derived from the CNN model. The average salient administered fraction (SAF) and standard deviation for true positive (SAF[+]) and true negative (SAF[−]) cases are listed in descending order based on the SAF[+] value. SAF[+] is calculated by summing up the time spent in a given neuropsychological test that intersects with a segment of time that is DE[+] salient and dividing by the total time spent in a given neuropsychological test. SAF[−] is calculated by summing up the time spent in a given neuropsychological test that intersects with a segment of time that is not DE[+] salient and dividing by the total time spent in a given neuropsychological test. The number of samples for SAF[+] and SAF[−] indicate the number of true positive and true negative recordings that contain each neuropsychological test

Verbal paired associates recognition

0.88 ± 0.26

0.32 ± 0.42

37

32

Verbal paired associates learning

0.83 ± 0.22

0.23 ± 0.22

51

33

Boston Naming Test

0.82 ± 0.18

0.30 ± 0.29

47

31

Digit span forward

0.78 ± 0.37

0.16 ± 0.33

53

33

WRAT-3 reading

0.76 ± 0.36

0.57 ± 0.43

30

27

Information (WAIS-R)

0.73 ± 0.28

0.36 ± 0.30

36

16

Verbal paired associates recall

0.72 ± 0.41

0.33 ± 0.41

38

32

Finger tapping

0.71 ± 0.33

0.47 ± 0.33

11

15

Digit span backward

0.70 ± 0.42

0.36 ± 0.43

53

32

Demographics

0.69 ± 0.33

0.22 ± 0.35

55

25

Trails B

0.68 ± 0.30

0.65 ± 0.35

34

28

Logical memory immediate recall

0.66 ± 0.42

0.72 ± 0.40

56

32

Verbal fluency (FAS)

0.66 ± 0.34

0.39 ± 0.27

49

31

Similarities

0.66 ± 0.38

0.56 ± 0.34

50

32

Clock drawing time setting

0.66 ± 0.48

0.48 ± 0.51

24

25

Logical memory delayed recall

0.65 ± 0.44

0.74 ± 0.36

50

32

Cookie theft

0.64 ± 0.41

0.65 ± 0.39

19

14

Block design (WAIS)

0.64 ± 0.27

0.70 ± 0.33

26

14

Clock drawing number placement

0.63 ± 0.45

0.49 ± 0.49

26

26

Visual reproductions multiple choice

0.60 ± 0.47

0.44 ± 0.48

41

30

Hooper visual organization test

0.58 ± 0.29

0.48 ± 0.26

39

28

Logical memory multiple choice

0.57 ± 0.42

0.87 ± 0.28

50

32

Visual reproductions immediate recall

0.55 ± 0.35

0.85 ± 0.21

48

32

Trails A

0.52 ± 0.41

0.51 ± 0.44

40

28

Visual reproductions delayed recall

0.52 ± 0.47

0.77 ± 0.33

40

30

Copy clock

0.44 ± 0.45

0.36 ± 0.47

41

26

Command clock

0.39 ± 0.45

0.76 ± 0.37

47

31