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Development of a novel neurotechnology to promote emotion recognition in autism

Development of a novel neurotechnology to promote emotion recognition in autism
开发一种新型神经技术来促进自闭症患者的情绪识别
批准号:
8821669
负责人:
Susan Williams White
金额:
$22.53万
依托单位国家:
美国
项目类别:
财政年份:
2014
资助国家:
美国
项目状态:
已结题
起止时间:
2014-03-12 至 2016-02-29

项目摘要

项目成果

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中文摘要
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英文摘要
DESCRIPTION (provided by applicant): Difficulties in facial emotion recognition (FER) are thought to cause or exacerbate social disability in people with autism spectrum disorder (ASD) by preventing 1) accurate detection of social/emotional information conveyed through the face, particularly the eye-region, and 2) the deployment of emotionally appropriate responses. Although the neural systems thought to underlie FER deficits in ASD are increasingly appreciated, their plasticity remains speculative. The goal of this project is to develop an assistive technology to promote facial emotion recognition in ASD [R21]. We propose that FER can be rehabilitated using a brain-computer interface (BCI) device [R33]. To develop an FER assistant, we plan to first [R21] determine whether it is possible to develop a multi-voxel classifier that is temporally predictive of successful emotion recognition during functional magnetic resonance imaging (fMRI). An adaptive, real-time fMRI (rt-fMRI) paradigm will interpret the output of a subject's brain to assess whether a computer-generated actor's emotion is recognized. If not, the expressed facial emotion will be increased in intensity until the computer determines that the subject has recognized the emotion. After tuning this supervised learning algorithm produced by a support vector machine (SVM), we then transform the massively multidimensional classifier to low-dimensionality space, which can be replicated by a single- or dual-EEG sensor placed on the scalp. The proof of principle is that the multivariate classifier can be forward transformed into frequency (EEG) space. The EEG sensor can be comfortably worn outside of the scanner (BCI device), and can be wirelessly linked to a portable tablet (iPad). We will then demonstrate the feasibility of an ambulatory BCI 'FER assistant' [R33] in a between-group, randomized design (genuine neurofeedback vs placebo neurofeedback). The FER assistant is a virtual reality- based iPad application that uses the EEG sensor data to assist users with emotion recognition by manipulating the avatar's emotion intensity until it is recognized by the user, who will receive points the earlier the emotion is recognized. The purpose of this randomized controlled trial (RCT) is to assess feasibility including acceptability of the intervention, recruitment and randomization procedures, intervention implementation, blinded assessment procedures, and participant retention within the context of an RCT in preparation for a well- powered efficacy trial. This study's products include demonstration of the neural processes that underlie FER deficits and evidence of their plasticity, and an easily exportable, minimal-cost computer-based intervention. There has been little treatment research for this under-studied population, and social deficits may post unique challenges to people with ASD during late adolescence and early adulthood, as they face multiple life transitions and developmental tasks requiring social competence (e.g., securing employment). Ultimately, we plan to evaluate the efficacy of this emergent intervention in an adequately powered randomized clinical trial.
期刊论文(6)
专著(0)
科研奖励(0)
会议论文
The Promise of Neurotechnology in Clinical Translational Science.
神经技术在临床转化科学中的前景。
DOI: 10.1177/2167702614549801
发表时间: 2015-09
期刊: Clinical psychological science : a journal of the Association for Psychological Science
影响因子: --
作者: [White SW, Richey JA, Gracanin D, Bell MA, LaConte S, Coffman M, Trubanova A, Kim I]
通讯作者: Kim I
Psychosocial and Computer-Assisted Intervention for College Students with Autism Spectrum Disorder: Preliminary Support for Feasibility.
对患有自闭症谱系障碍的大学生进行心理社会和计算机辅助干预:可行性的初步支持。
DOI: --
发表时间: 2016
期刊: Education and training in autism and developmental disabilities
影响因子: 1
作者: [White,SusanW, Richey,JohnA, Gracanin,Denis, Coffman,Marika, Elias,Rebecca, LaConte,Stephen, Ollendick,ThomasH]
通讯作者: Ollendick,ThomasH
DOI: 10.1080/15374416.2022.2051528
发表时间: 2022-05
期刊: JOURNAL OF CLINICAL CHILD AND ADOLESCENT PSYCHOLOGY
影响因子: 4.2
作者: [Richey, John A., Gracanin, Denis, LaConte, Stephen, Lisinski, Jonathan, Kim, Inyoung, Coffman, Marika, Antezana, Ligia, Carlton, Corinne N., Garcia, Katelyn M., White, Susan W.]
通讯作者: White, Susan W.
DOI: 10.3844/crpsp.2015.22.30
发表时间: 2016
期刊: Current research in psychology
影响因子: --
作者: [Trubanova A, Kim I, Coffman MC, Bell MA, Richey JA, LaConte SM, Gracanin D, White SW]
通讯作者: White SW
Stepped Transition in Education Program for Emerging Adults with Autism: Pilot Effectiveness Trial
Optimizing CBT Implementation among Community Providers Through Internet-based Consultation and Networking (i-CAN)
Optimizing CBT Implementation among Community Providers Through Internet-based Consultation and Networking (i-CAN)
Development of a novel neurotechnology to promote emotion recognition in autism
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