Table 1 Best features for classification (based on significant Pearson’s correlation between feature and class).

From: Behavior and interaction imaging at 9 months of age predict autism/intellectual disability in high-risk infants with West syndrome

 

Feature characteristics

Pearson r

p-value

West vs. Typical developing

 Ratio of all maternal audio intervention during free interaction

Audio, mother

0.35

0.012

 Total number of infant HM pauses (side view camera) during free interaction

Video, infant

0.34

0.014

 Total number of infant HM pauses (side view camera) when the mother is singing

Video, infant

0.32

0.023

 Vertical amplitude of the giraffe (front view camera)

Video, infant

−0.30

0.032

 Movement acceleration max (side view camera) during free interaction

Video, infant

0.29

0.034

West with ASD/ID vs. West without ASD/ID

 Total number of all infant vocalization during free interaction

Audio, infant

−0.56

<0.001

 Synchrony ratio (infant response to mother)

Audio, synchrony

−0.55

<0.001

 Ratio of all infant vocalization during free interaction

Audio, infant

−0.55

0.001

 Motherese synchrony ratio (infant response to motherese)

Audio, synchrony

−0.54

0.002

 Non-motherese synchrony ratio (infant response to non-motherese)

Audio, synchrony

−0.48

0.005

 HM acceleration SD (front view camera) during the giraffe interaction

Video, infant

−0.46

0.008

 HM acceleration max (side view camera) during the giraffe interaction

Video, infant

−0.45

0.01

 HM velocity SD (front view camera) during the giraffe interaction

Video, infant

−0.43

0.014

 Curvature max (side view camera) during the giraffe interaction

Video, infant

−0.37

0.039

 Relative time spent motionless (pause) (front view camera) during free interaction

Video, infant

0.36

0.04

  1. HM hand movement, ASD autism spectrum disorder, ID intellectual disability, SD standard deviation.