SCH:INT: SCH: INT: A gamified mobile system for real-time mental health data modeling and personalized autism care across sociocultural settings
SCH:INT: SCH: INT: A gamified mobile system for real-time mental health data modeling and personalized autism care across sociocultural settings
批准号:
2014232
负责人:
Dennis Wall
金额:
$110.01万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2020
资助国家:
美国
项目状态:
已结题
起止时间:
2020-10-01 至 2024-09-30
中文摘要
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英文摘要
Neuropsychiatric disorders are the single greatest cause of disability due to non-communicable disease worldwide, accounting for as much as 19% of the global burden of disease. These disorders include autism spectrum disorder, which is among the fastest growing pediatric concerns today and highly representative of many other neuropsychiatric conditions. The current standards of care for neuropsychiatric disorders are negatively impacted by subjectivity, inconsistent delivery, and limited access as waiting lists grow. New informatics solutions, in particular artificial intelligence (AI), that can port to more ubiquitous mobile health devices and that are not restricted for use in clinical settings, have great potential to complement the current standards of care. With this research project, a novel digital support for autism will be developed. Specifically, working together with families and their affected children ages 2-8, we will establish a gaming system for mobile devices. This system will use augmented reality and AI to adapt to the child’s needs and foster a social exchange between the primary caregiver and the child. This mobile solution will connect families to care, fostering the development of a community of stakeholders, together with AI models capable of personalizing care and tracking progress.This project will: (1) combine human-computer-interaction with clinically validated treatment approaches through iterative co-design with affected children and their families; (2) identify at least three promising augmented reality game modes that address core autism features including social-reciprocity and emotional understanding; (3) lower barriers to secure and trustworthy data sharing by game players; and (4) construct a series of AI models from game play data that can be used to understand and dynamically react to the treatment effect during game play. Our research project will result in an engaging at-home digital tool accessible to any family with a smartphone (iOS or Android). The project will show how this mobile AI solution can act as a scalable supplement to standard therapy and one that has the potential to reduce the healthcare burden by empowering caregivers. Finally, the research will generate solutions, code, examples, and computer vision libraries that will enable the development of a broader platform for AI in the mobile environment in socioeconomically diverse populations and set the stage for similar solutions for other mental health conditions.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(5)
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DOI:
10.1016/j.artmed.2019.06.004
发表时间:
2019-07-01
期刊:
ARTIFICIAL INTELLIGENCE IN MEDICINE
影响因子:
7.5
作者:
[Kalantarian, Haik, Jedoui, Khaled, Wall, Dennis P.]
通讯作者:
Wall, Dennis P.
DOI:
10.1145/3411763.3451701
发表时间:
2021-01
期刊:
Extended Abstracts of the 2021 CHI Conference on Human Factors in Computing Systems
影响因子:
--
作者:
[P. Washington;A. Kline;O. Mutlu;É. Leblanc;C. Hou;N. Stockham;K. Paskov;B. Chrisman;D. Wall]
通讯作者:
P. Washington;A. Kline;O. Mutlu;É. Leblanc;C. Hou;N. Stockham;K. Paskov;B. Chrisman;D. Wall
DOI:
10.1055/s-0041-1736626
发表时间:
2021-10
期刊:
Applied clinical informatics
影响因子:
2.9
作者:
[Penev Y, Dunlap K, Husic A, Hou C, Washington P, Leblanc E, Kline A, Kent J, Ng-Thow-Hing A, Liu B, Harjadi C, Tsou M, Desai M, Wall DP]
通讯作者:
Wall DP
DOI:
10.1007/s12559-021-09936-4
发表时间:
2021-09
期刊:
COGNITIVE COMPUTATION
影响因子:
5.4
作者:
[Washington, Peter, Kalantarian, Haik, Kent, Jack, Husic, Arman, Kline, Aaron, Leblanc, Emilie, Hou, Cathy, Mutlu, Cezmi, Dunlap, Kaitlyn, Penev, Yordan, Stockham, Nate, Chrisman, Brianna, Paskov, Kelley, Jung, Jae-Yoon, Voss, Catalin, Haber, Nick, Wall, Dennis P.]
通讯作者:
Wall, Dennis P.
DOI:
10.2196/13174
发表时间:
2020-04-01
期刊:
JMIR MENTAL HEALTH
影响因子:
5.2
作者:
[Kalantarian, Haik, Jedoui, Khaled, Wall, Dennis Paul]
通讯作者:
Wall, Dennis Paul
Maximizing the Utility of Orthologs and Phylogenetic Profiles for Systems-Scale Comparative Genomics
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批准号:0640809
-
项目类别:Continuing Grant
-
资助金额:$71.28万
-
财政年份:2007
-
负责人:Dennis Wall
-
依托单位:
Rodeo: A Platform for Discovery and Analysis of Protein Network Motifs
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批准号:0543480
-
项目类别:Continuing Grant
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资助金额:$71.0万
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财政年份:2006
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负责人:Dennis Wall
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依托单位:
Postdoctoral Research Fellowship in Biological Informatics for FY2001
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批准号:0107592
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项目类别:Fellowship Award
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资助金额:$10.0万
-
财政年份:2001
-
负责人:Dennis Wall
-
依托单位:
国内基金
海外基金
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