Table 1 Demographics and symptom information for the PD patient (PD) and Healthy Control (HC) populations of the two datasets (SData and GData) used in our experiments. Reported symptom scores include UPDRS items 16 (tremor self-report), 20 (hand rest tremor), 21 (hand action tremor), 22 (hand rigidity), 23 (finger tapping) and 31 (body bradykinesia), as well as the sum of all UPDRS part-III items. Scores for UPDRS 20–23 refer to the sum of both hand scores. UPDRS scores are not available for the GData set, as the GData subjects did not undergo a medical examination. The age corrected GData column contains the demographics of a typical random GData subset, sampled in such a way that the mean age of the HC population lies within ± 2.5 years of the mean age of the PD population (note: the maximum value of 12 in the total UPDRS-III score in the Healthy Control population is caused by a subject that exhibits arthrosis and other problems unrelated to PD.) LEDD stands for Levodopa Equivalent Daily Dose.

From: Unobtrusive detection of Parkinson’s disease from multi-modal and in-the-wild sensor data using deep learning techniques

Count

SData set

GData set

GData set (age corrected)

HC

PD

HC

PD

HC

PD

8

14

131

26

75

26

Age

50.5 (9.0)

60.7 (9.8)

54.5 (10.0)

62.5 (8.9)

60.0 (9.5)

62.5 (8.9)

Gender (female/male)

4/4

3/11

55/76

12/14

35/40

12/14

Years diagnosed (mean, std)

7.5 (3.6)

 

Years diagnosed [min, max]

[1, 20]

Not available

PD medication intake (yes/no)

0/8

13/1

 

LEDD in mg (mean, std)

0 (0)

510.7 (379.9)

 

LEDD in mg [min , max]

[0, 0]

[0, 1291]

 

UPDRS 16 mean (std)

0.1 (0.3)

1.3 (1.1)

 

UPDRS 16 [min, max]

[0, 1]

[0, 4]

 

UPDRS 20 mean (std)

0.0 (0.0)

1.4 (1.4)

 

UPDRS 20 [min,max]

[0, 0]

[0, 5]

 

UPDRS 21 mean (std)

0.0 (0.0)

1.2 (1.9)

 

UPDRS 21 [min, max]

[0, 0]

[0, 7]

 

UPDRS 22 mean (std)

0.2 (0.4)

2.2 (1.8)

Not available

UPDRS 22 [min, max]

[0, 1]

[0, 7]

 

UPDRS 23 mean (std)

0.2 (0.6)

2.2 (1.5)

 

UPDRS 23 [min, max]

[0, 2]

[5, 5]

 

UPDRS 31 mean (std)

0.2 (0.4)

1.2 (0.4)

 

UPDRS 31 [min, max]

[0, 1]

[1, 2]

 

Total UPDRS-III (mean, std)

1.7 (2.5)

21.1 (15.0)

 

Total UPDRS-III [min, max]

[0, 12]

[3, 62]