NSF DARE-Transforming modeling in neurorehabilitation: Four threads for catalyzing progress

被引:2
|
作者
Valero-Cuevas, Francisco J. [1 ,2 ,3 ]
Finley, James [2 ]
Orsborn, Amy [4 ,5 ,6 ]
Fung, Natalie [3 ]
Hicks, Jennifer L. [7 ]
Huang, He [8 ,9 ]
Reinkensmeyer, David [10 ]
Schweighofer, Nicolas [1 ,2 ]
Weber, Douglas [11 ,12 ]
Steele, Katherine M. [13 ]
机构
[1] Univ Southern Calif, Alfred E Mann Dept Biomed Engn, 1042 Downey Way, Los Angeles, CA 90089 USA
[2] Univ Southern Calif, Div Biokinesiol & Phys Therapy, 1540 Alcazar St 155, Los Angeles, CA 90033 USA
[3] Univ Southern Calif, Thomas Lord Dept Comp Sci, 941 Bloom Walk, Los Angeles, CA 90089 USA
[4] Univ Washington, Dept Elect & Comp Engn, 185 Stevens Way NE,Box 352500, Seattle, WA 98195 USA
[5] Univ Washington, Dept Bioengn, 3720 15th Ave NE,Box 355061, Seattle, WA 98195 USA
[6] Univ Washington, Washington Natl Primate Res Ctr, 3018 Western Ave, Seattle, WA 98121 USA
[7] Stanford Univ, Dept Bioengn, 443 Via Ortega, Stanford, CA 94305 USA
[8] North Carolina State Univ, Joint Dept Biomed Engn, 1840 Entrepreneur Dr,Suite 4130, Raleigh, NC 27606 USA
[9] Univ N Carolina, Joint Dept Biomed Engn, 333 S Columbia St, Chapel Hill, NC 27514 USA
[10] UCI Samueli Sch Engn, Dept Mech & Aerosp Engn, 3225 Engn Gateway, Irvine, CA 92697 USA
[11] Carnegie Mellon Univ, Dept Mech Engn, 5000 Forbes Ave,B12 Scaife Hall, Pittsburgh, PA 15213 USA
[12] Carnegie Mellon Univ, Neurosci Inst, 5000 Forbes Ave,B12 Scaife Hall, Pittsburgh, PA 15213 USA
[13] Univ Washington, Dept Mech Engn, 3900 E Stevens Way NE,Box 352600, Seattle, WA 98195 USA
关键词
Conference; Computational neuroscience; Rehabilitation; Adaptation; Plasticity; Personalization; Human-device interactions; Wearables; Big-data; MOTOR RECOVERY; SPINAL-CORD; COMPUTATIONAL MODEL; STROKE RECOVERY; GAIT; WALKING; REHABILITATION; PLASTICITY; ASSISTANCE; ADAPTATION;
D O I
10.1186/s12984-024-01324-x
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We present an overview of the Conference on Transformative Opportunities for Modeling in Neurorehabilitation held in March 2023. It was supported by the Disability and Rehabilitation Engineering (DARE) program from the National Science Foundation's Engineering Biology and Health Cluster. The conference brought together experts and trainees from around the world to discuss critical questions, challenges, and opportunities at the intersection of computational modeling and neurorehabilitation to understand, optimize, and improve clinical translation of neurorehabilitation. We organized the conference around four key, relevant, and promising Focus Areas for modeling: Adaptation & Plasticity, Personalization, Human-Device Interactions, and Modeling 'In-the-Wild'. We identified four common threads across the Focus Areas that, if addressed, can catalyze progress in the short, medium, and long terms. These were: (i) the need to capture and curate appropriate and useful data necessary to develop, validate, and deploy useful computational models (ii) the need to create multi-scale models that span the personalization spectrum from individuals to populations, and from cellular to behavioral levels (iii) the need for algorithms that extract as much information from available data, while requiring as little data as possible from each client (iv) the insistence on leveraging readily available sensors and data systems to push model-driven treatments from the lab, and into the clinic, home, workplace, and community. The conference archive can be found at (dare2023.usc.edu). These topics are also extended by three perspective papers prepared by trainees and junior faculty, clinician researchers, and federal funding agency representatives who attended the conference.
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页数:22
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    James Finley
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    He (Helen) Huang
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    Douglas Weber
    Katherine M. Steele
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