Stepping Closer to Precision Rehabilitation

Lin, David J.; Stein, Joel

doi:10.1001/jamaneurol.2023.0044

Cited by 8 publications

(8 citation statements)

References 18 publications

(28 reference statements)

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“…This platform aligns with current paradigms of patient-centric care [ 51 ] and personalized rehabilitation [ 52 ]. The platform’s all-encompassing approach aligns with the latest theoretical frameworks in rehabilitation science and expands the discussion on patient-centered approaches [ 53 ].…”

Section: Discussionmentioning

confidence: 80%

STASISM: A Versatile Serious Gaming Multi-Sensor Platform for Personalized Telerehabilitation and Telemonitoring

Kushnir,

Kachmar,

Bonnechère

2024

Sensors

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Telemonitoring and telerehabilitation have shown promise in delivering individualized healthcare remotely. We introduce STASISM, a sensor-based telerehabilitation and telemonitoring system, in this work. This platform has been created to facilitate individualized telerehabilitation and telemonitoring for those who need rehabilitation or ongoing monitoring. To gather and analyze pertinent and validated physiological, kinematic, and environmental data, the system combines a variety of sensors and data analytic methodologies. The platform facilitates customized rehabilitation activities based on individual needs, allows for the remote monitoring of a patient’s progress, and offers real-time feedback. To protect the security of patient data and to safeguard patient privacy, STASISM also provides secure data transmission and storage. The platform has the potential to significantly improve the accessibility and efficacy of telerehabilitation and telemonitoring programs, enhancing patients’ quality of life and allowing healthcare professionals to provide individualized care outside of traditional clinical settings.

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Section: Discussionmentioning

confidence: 80%

STASISM: A Versatile Serious Gaming Multi-Sensor Platform for Personalized Telerehabilitation and Telemonitoring

Kushnir,

Kachmar,

Bonnechère

2024

Sensors

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“…The utilization of this technology could boost the precision and effectiveness of rehabilitation assessments, ultimately leading to improved patient outcomes. 16 Rehabilitation professionals, irrespective of their specific area of expertise, will experience enhanced ease in collaborating with diverse AI applications, such as radiological AI and electronic health record administration AI, among others. Large language models will enhance the efficacy of communication and data interchange among diverse AI systems, hence enabling the dissemination of findings and insights from one domain to another.…”

Section: Potential Added Valuementioning

confidence: 99%

“…This facilitates the implementation of personalized rehabilitation plan and has the ability to forecast rehabilitation outcomes. The utilization of this technology could boost the precision and effectiveness of rehabilitation assessments, ultimately leading to improved patient outcomes 16 …”

Section: Large Language Modelsmentioning

confidence: 99%

Unlocking the Black Box? A Comprehensive Exploration of Large Language Models in Rehabilitation

Bonnechère

2024

Am J Phys Med Rehabil

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Rehabilitation is a vital component of healthcare, aiming to restore function and improve the well-being of individuals with disabilities or injuries. Nevertheless, the rehabilitation process is often likened to a 'black box', with complexities that pose challenges for comprehensive analysis and optimization. The emergence of Large Language Models (LLMs) offers promising solutions to better understand this ‘black box’. LLMs excel at comprehending and generating human-like text, making them valuable in the healthcare sector. In rehabilitation, healthcare professionals must integrate a wide range of data to create effective treatment plans, akin to selecting the best ingredients for the 'black box'. LLMs enhance data integration, communication, assessment, and prediction. This paper delves into the ground-breaking use of LLMs as a tool to further understand the rehabilitation process. LLMs address current rehabilitation issues, including data bias, contextual comprehension, and ethical concerns. Collaboration with healthcare experts and rigorous validation is crucial when deploying LLMs. Integrating LLMs into rehabilitation yields insights into this intricate process, enhancing data-driven decision-making, refining clinical practices, and predicting rehabilitation outcomes. Although challenges persist, LLMs represent a significant stride in rehabilitation, underscoring the importance of ethical use and collaboration.

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“…Thus, there is increasing awareness in the field of physical medicine, rehabilitation, and exercise physiology surrounding the need for individualized, data-driven treatment strategies that are specifically tailored to an individual's needs, goals, and abilities. To this end, the concept of precision care (i.e., precision medicine/rehabilitation) has emerged as an alternative approach to the generalized, broad application of evidence-based guidelines [292][293][294][295][296]. Precision rehabilitation leverages large, multiplex datasets to establish personalized, datadriven treatment strategies that are optimized to drive outcomes for individuals (Figure 3).…”

Section: Precision Carementioning

confidence: 99%

Leveraging Emerging Technologies to Expand Accessibility and Improve Precision in Rehabilitation and Exercise for People with Disabilities

Willingham,

Stowell,

Collier

et al. 2024

IJERPH

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Physical rehabilitation and exercise training have emerged as promising solutions for improving health, restoring function, and preserving quality of life in populations that face disparate health challenges related to disability. Despite the immense potential for rehabilitation and exercise to help people with disabilities live longer, healthier, and more independent lives, people with disabilities can experience physical, psychosocial, environmental, and economic barriers that limit their ability to participate in rehabilitation, exercise, and other physical activities. Together, these barriers contribute to health inequities in people with disabilities, by disproportionately limiting their ability to participate in health-promoting physical activities, relative to people without disabilities. Therefore, there is great need for research and innovation focusing on the development of strategies to expand accessibility and promote participation in rehabilitation and exercise programs for people with disabilities. Here, we discuss how cutting-edge technologies related to telecommunications, wearables, virtual and augmented reality, artificial intelligence, and cloud computing are providing new opportunities to improve accessibility in rehabilitation and exercise for people with disabilities. In addition, we highlight new frontiers in digital health technology and emerging lines of scientific research that will shape the future of precision care strategies for people with disabilities.

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Stepping Closer to Precision Rehabilitation

Cited by 8 publications

References 18 publications

STASISM: A Versatile Serious Gaming Multi-Sensor Platform for Personalized Telerehabilitation and Telemonitoring

STASISM: A Versatile Serious Gaming Multi-Sensor Platform for Personalized Telerehabilitation and Telemonitoring

Unlocking the Black Box? A Comprehensive Exploration of Large Language Models in Rehabilitation

Leveraging Emerging Technologies to Expand Accessibility and Improve Precision in Rehabilitation and Exercise for People with Disabilities

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