Skip to main content

Table 4 LA features included in the strength, sensation, and spasticity models, sorted by the absolute value of the coefficient

From: Limb accelerations during sleep are related to measures of strength, sensation, and spasticity among individuals with spinal cord injury

Strength

(16 features)

Sensation

(15 features)

Feature Category

Feature Name

Coeff

Feature Category

Feature Name

Coeff

SC

Wave Approx- IQR

20.99

RRM

Time Since Prev- IQR

-9.62

RRM

Num Cross Corr Peaks- IQR

-19.81

CC

Corr YZ- Med

8.34

SC

Lyapunov Exp- IQR

13.90

Freq

Dom Freq 1- Med

-8.10

Ang

Angle Rate Change- Med

13.22

RRM

Num Cross Cov Peaks- IQR

-7.15

Freq

Power Dom Freq 1/Total- IQR

11.64

Time

Time Asleep

6.92

CC

Corr XY- IQR

8.83

SC

Wave Entropy- IQR

5.67

RRM

Move Next 90s- Med

8.67

RRM

Num Cross Corr Peaks- IQR

-4.85

Freq

Med Freq- Med

-6.08

Freq

Power Dom Freq 2- Med

-3.72

RRM

Max Cross Cov- IQR

-5.74

Freq

Dom Freq 1- IQR

3.48

CC

Corr XY- Med

-5.73

CGA

Grav Change Y- IQR

3.17

PLM

PLM %

5.42

Freq

Power Dom Freq 1/Total- IQR

2.08

RRM

Time Since Prev- IQR

-4.61

Freq

Mean Freq- IQR

1.18

Time

Time Asleep

2.09

SC

Lyapunov Exp- Med

1.12

Freq

Mean Freq- IQR

0.70

CC

Corr XZ- IQR

-0.59

MC

Num Med Crossings Norm- Med

-0.64

PLM

PLM Index

0.11

Stat

Skewness- Med

-0.51

   

No Spasticity

(10 features)

Mild Spasticity

(7 features)

Moderate Spasticity

(10 features)

Feature Category

Feature Name

Coeff

Feature Category

Feature Name

Coeff

Feature Category

Feature Name

Coeff

CC

Corr YZ- Med

-0.95

Time

Time Asleep

1.38

SC

Wave Entropy- IQR

-2.26

Stat

Skewness- IQR

0.93

RRM

Num Cross Cov Peaks- IQR

-0.74

Time

Move/hour

1.70

Freq

Power Dom Freq 2- Med

-0.62

Freq

Power Dom Freq 1- IQR

0.48

Stat

Skewness- IQR

-1.03

RRM

Close Cross Cov Peak- IQR

0.59

CGA

Grav Change Z- IQR

-0.37

SC

Wave Energy 2- Med

-0.91

RRM

Close Cross Corr Peak- IQR

0.58

CC

Corr XY- Med

-0.27

Freq

Med Freq- Med

0.60

SC

Wave Energy 2- Med

0.54

RRM

Dom Freq Last 90s- IQR

-0.06

CC

Corr YZ- Med

0.38

Freq

Dom Freq 2- IQR

0.39

Freq

Dom Freq 1- Med

-0.04

SC

Wave Approx- IQR

-0.27

PLM

PLM %

-0.34

   

Freq

Med Freq- IQR

0.17

SC

Wave Approx- IQR

0.15

   

PLM

PLM Index

0.17

RRM

Num Cross Cov Peaks- IQR

0.06

   

Freq

Dom Freq 1- Med

0.04

  1. Abbreviations: Ang = Change in angle of inclination, CC = Correlation coefficients between axes, CGA = Change in gravitation acceleration, Coeff = Model Coefficient, Freq = Frequency domain, MC = Median crossings, Med = Median, PLM = Periodic limb movements, RRM = Relationship to recent movements, SC = Signal characteristics, Stat = Statistical, Time = Timing