TY - JOUR
T1 - Time Series Analyses of the Responses to Sensory Stimuli of Children with Severe and Multiple Disabilities
AU - Matsuda, Eiko
AU - Takenaga, Tatsuki
AU - Iwabuchi, Mamoru
AU - Nakamura, Kenryu
N1 - Funding Information:
We are grateful to Mr. Kimihiko Taniguchi and Mr. Syodai Sano at Takamatsu Special Education School, Kagawa, Japan, for their support in conducting the experiment. This work was supported by the JSPS Grant-in-Aid for Scientific Research B Grant Number JP20H01710 and the JSPS Grant-in-Aid for Early-Career Scientists Grant Number JP19K14379.
Publisher Copyright:
© Fuji Technology Press Ltd.
PY - 2022/8
Y1 - 2022/8
N2 - Severe and multiple disabilities (SMD) refers to the simultaneous occurrence of intellectual and physical problems. SMD in children is difficult to assess, as they often do not have the proper language or bodily responses to represent their feelings. In this study, we propose a methodology for evaluating reactions of children with SMD to sensory stimuli that does not rely on observations by humans, but rather is based on automatic detection of video-recorded data and quan-tification by time-series analyses. We present two case studies with typical participants: one with large body movements (P1) and another with subtle body movements (P2). For P1, it was observed that he showed larger bodily movements just before the onset of tactile stimuli, while he became silent for approximately 10 s after the onset, with the stimuli causing him to reduce self-stimulatory behavior and pay attention to his ex-ternal environment. For P2, two quantitative method-ologies – correlation coefficient and Granger causality – were adopted, to compare behavioral difference during the presentation of either sour or sweet taste stimuli. For the sweet conditions, the movement of the mouth was considered to be generated by some inter-nal causes. Through these experiments, we confirmed the authenticity of assessments made by the partici-pants’ caregivers, and also revealed otherwise unseen behavioral patterns and structures.
AB - Severe and multiple disabilities (SMD) refers to the simultaneous occurrence of intellectual and physical problems. SMD in children is difficult to assess, as they often do not have the proper language or bodily responses to represent their feelings. In this study, we propose a methodology for evaluating reactions of children with SMD to sensory stimuli that does not rely on observations by humans, but rather is based on automatic detection of video-recorded data and quan-tification by time-series analyses. We present two case studies with typical participants: one with large body movements (P1) and another with subtle body movements (P2). For P1, it was observed that he showed larger bodily movements just before the onset of tactile stimuli, while he became silent for approximately 10 s after the onset, with the stimuli causing him to reduce self-stimulatory behavior and pay attention to his ex-ternal environment. For P2, two quantitative method-ologies – correlation coefficient and Granger causality – were adopted, to compare behavioral difference during the presentation of either sour or sweet taste stimuli. For the sweet conditions, the movement of the mouth was considered to be generated by some inter-nal causes. Through these experiments, we confirmed the authenticity of assessments made by the partici-pants’ caregivers, and also revealed otherwise unseen behavioral patterns and structures.
KW - Granger causality
KW - assistive technologies
KW - severe and multiple disabilities
KW - time series analyses
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U2 - 10.20965/jrm.2022.p0726
DO - 10.20965/jrm.2022.p0726
M3 - Article
AN - SCOPUS:85136121866
VL - 34
SP - 726
EP - 738
JO - Journal of Robotics and Mechatronics
JF - Journal of Robotics and Mechatronics
SN - 0915-3942
IS - 4
ER -