GMM analysis identified novel long-term trajectories of total community integration in (95.5% younger than 65 years at injury) adults assessed at least 3 times, with the 3rd assessment performed at 6.5 (1.8) years after injury. Good community integration was predicted using inpatient rehabilitation variables (age at injury, educational level, hypertension, functional independence and LOS) for patients admitted within 3 months after injury.
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We are looking for clinical and academic partners interested in stroke reintegration, well-being, quality of life and post-stroke complications. We wish to develop and validate this solution so that this research can have a real beneficial impact on society.
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The current model is a proof of concept AI predictive model that has been tested in lab conditions on retrospective data. The next step is to stress test the model for bias analysis using external datasets and progress to a prospective data study.
Assuming relevant data is available it is possible to retrain to adapt it to different populations, and even adapt it to different prediction tasks.
The product is an AI prediction model, so it can be easily replicated and deployed on multiple sites as required. However, prior to this happening, its performance should be validated across multiple datasets with patients from multiple ethnicities to test for bias and stability across different demographics and ethnicities.
Given the proliferation of AI tools for personalised predictions, the use of these types of tools to predict the reintegration outcomes of patients has the potential to have a significant impact across many healthcare areas, thereby adding value in all these areas for stakeholders and society.
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Machine learning modeling of this data revealed that predictors contributing to significant social risk were primarily family support and economic status, as well as cohabitation and days since stroke, with lesser contribution of other predictors, such as the FIM and specifically no contribution from the sex of the patient.
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Badalona
Catalonia
08916
Spain
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