MiEmo: A multi-modal platform on emotion recognition for children with autism spectrum condition

被引:1
作者
Chitti, Eleonora [1 ]
Actis-Grosso, Rossana [2 ]
Ricciardelli, Paola [2 ]
Olivari, Benedetta [3 ]
Carenzi, Cecilia [4 ]
Tedoldi, Mariantonia [4 ]
Borghese, N. Alberto [1 ]
机构
[1] Univ Milan, Dept Comp Sci, Appl Intelligent Syst Lab AIS Lab, Milan, Italy
[2] Univ Milano Bicocca, Dept Psychol, Milan, Italy
[3] Dosso Verde Rehabil Ctr, Milan, Italy
[4] Sacra Famiglia Rehabil Ctr, Cesano Boscone, Italy
来源
COMPUTERS IN HUMAN BEHAVIOR REPORTS | 2025年 / 17卷
基金
欧盟地平线“2020”;
关键词
ASC; Autism intervention; Emotion recognition; Serious game; Exergame; Social skills; Multi-modal feedback; MUSIC; GAME; REHABILITATION; EXPERIENCE; PERCEPTION; DESIGN;
D O I
10.1016/j.chbr.2024.100549
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
Introduction: This study presents MiEmo, a multi-modal digital platform designed to improve emotion recognition in children with Autism Spectrum Condition (ASC). The platform integrates serious games with music and color as feedback mechanisms to strengthen emotion understanding in addition to traditional visual interventions such as pictures and videos. The study aims to assess the usability and potential effectiveness of MiEmo in supporting therapy for children with medium- and high-functioning ASC. Methods: A pilot usability study was conducted in two rehabilitation centers involving 19 children, 8 with medium and 11 with high functioning ASC. Participants engaged with six training activities, or exergames, on the MiEmo platform that implemented multi-modal feedback (music pieces and colored animations associated to the emotion). The System Usability Scale (SUS) and qualitative feedback from therapists were used to evaluate the platform's usability. Results: The average SUS scores were 86.88 for children with medium-functioning ASC and 96.75 for those with high-functioning ASC, indicating positive usability. Therapists noted that while the platform was well-received, further updates are needed for better adaptation to medium-functioning children. Multi-modal feedback, particularly music and color, was found to enhance emotion recognition, with children responding well to the integration of these sensory cues. Conclusion: The study demonstrates that MiEmo has significant potential as a tool for socio-emotional training, particularly for high-functioning children. However, limitations such as the small sample size, short intervention duration, and lack of a control group suggest that future studies with larger participant groups are necessary to validate these findings and assess long-term effects.
引用
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页数:17
相关论文
共 78 条
[1]   Can music be figurative? Exploring the possibility of crossmodal similarities between music and visual arts [J].
Actis-Grosso, Rossana ;
Lega, Carlotta ;
Zani, Alessandro ;
Daneyko, Olga ;
Cattaneo, Zaira ;
Zavagno, Daniele .
PSIHOLOGIJA, 2017, 50 (03) :285-306
[2]   Emotion recognition through static faces and moving bodies: a comparison between typically developed adults and individuals with high level of autistic traits [J].
Actis-Grosso, Rossana ;
Bossi, Francesco ;
Ricciardelli, Paola .
FRONTIERS IN PSYCHOLOGY, 2015, 6
[3]   The influence of segmented and complete educational videos on the cognitive load, satisfaction, engagement, and academic achievement levels of learners [J].
Altinpulluk, Hakan ;
Kilinc, Hakan ;
Firat, Mehmet ;
Yumurtaci, Onur .
JOURNAL OF COMPUTERS IN EDUCATION, 2020, 7 (02) :155-182
[4]  
[Anonymous], 2013, Diagnostic and statistical manual of mental disorders (DSM-5)
[5]   The hyper-systemizing, assortative mating theory of autism [J].
Baron-Cohen, Simon .
PROGRESS IN NEURO-PSYCHOPHARMACOLOGY & BIOLOGICAL PSYCHIATRY, 2006, 30 (05) :865-872
[6]   DOES THE AUTISTIC-CHILD HAVE A THEORY OF MIND [J].
BARONCOHEN, S ;
LESLIE, AM ;
FRITH, U .
COGNITION, 1985, 21 (01) :37-46
[7]   DO CHILDREN WITH AUTISM RECOGNIZE SURPRISE - A RESEARCH NOTE [J].
BARONCOHEN, S ;
SPITZ, A ;
CROSS, P .
COGNITION & EMOTION, 1993, 7 (06) :507-516
[8]   Loneliness and friendship in high-functioning children with autism [J].
Bauminger, N ;
Kasari, C .
CHILD DEVELOPMENT, 2000, 71 (02) :447-456
[9]  
Bellantoni P., 2012, If it's purple, someone's gonna die: the power of color in visual storytelling
[10]   Functional anatomy of impaired selective attention and compensatory processing in autism [J].
Belmonte, MK ;
Yurgelun-Todd, DA .
COGNITIVE BRAIN RESEARCH, 2003, 17 (03) :651-664