Bringing data science into rehabilitation research
Building large, harmonized datasets for precision rehabilitation
Data science provides an exciting opportunity to significantly improve the rigor of rehabilitation by increasing the reproducibility and replicability of research. Large and heterogenous datasets of rehabilitation data are necessary to train and test artificial intelligence algorithms that accurately model precision rehabilitation, reflecting the granularity and detail of rehabilitation interventions and merging data from research studies with real-world data (e.g., clinical data, electronic health records). However, generating such large, granular datasets is challenging for any single group and resource-intensive for large consortia.
Our new Data Science and Analytics for Precision Rehabilitation (DAPR) Center aims to generate large, harmonized rehabilitation datasets that will enable artificial intelligence and machine learning methods for precision rehabilitation and improve the rigor of medical rehabilitation research.
Our Vision
The overarching goal of the Data Science and Analytics for Precision Rehabilitation (DAPR) Center is to generate large, harmonized rehabilitation datasets for personalized, precision rehabilitation and improve the rigor of medical rehabilitation research by leveraging data science, artificial intelligence (AI), and machine learning (ML). We will accomplish this by introducing comprehensive, standardized ways in which researchers can store and manage their data (i.e., data schemas), which will make it easier to combine data across studies; we will encourage community uptake of DAPR data schemas, as well as general data science and AI/ML approaches to research, through the provision of user-friendly tools to harmonize data, accessible educational resources, hands-on consulting, and engaging events. Throughout all aspects of our research and Center activities, we will prioritize the needs and perspectives of people with lived experiences (PWLE) of disability, to ultimately advance the field of precision rehabilitation to improve the health and quality of life of people with physical disabilities.
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DAPR is a 5-year, NIH-funded P50 Medical Rehabilitation Research Resource (P50HD118603, 2025-2030). Sign up for our newsletter to get the latest updates, and follow us on our socials!
