Rare diseases affect a growing number of individuals. One key problem for patients and their caregivers is the difficulty in reaching experts and associations competent on a particular disease. As a consequence, caregivers, often family members of the patient, learn much about the disease from their own experience. CaregiverMatcher is a proof of concept providing a smart solution to build a network of caregivers, linked by a matching mechanism based on graph neural networks. The caregivers and their experience with rare diseases are described by node features. Associations and care centers are invited to share their knowledge on the platform.

CaregiverMatcher: Graph neural networks for connecting caregivers of rare disease patients / Guerranti, F.; Mannino, M.; Baccini, F.; Bongini, P.; Pancino, N.; Visibelli, A.; Marziali, S.. - In: PROCEDIA COMPUTER SCIENCE. - ISSN 1877-0509. - 192:(2021), pp. 1696-1704. (Intervento presentato al convegno International Conference on Knowledge-Based and Intelligent Information and Engineering Systems tenutosi a Szczecin; Poland) [10.1016/j.procs.2021.08.174].

CaregiverMatcher: Graph neural networks for connecting caregivers of rare disease patients

Baccini F.
Methodology
;
2021

Abstract

Rare diseases affect a growing number of individuals. One key problem for patients and their caregivers is the difficulty in reaching experts and associations competent on a particular disease. As a consequence, caregivers, often family members of the patient, learn much about the disease from their own experience. CaregiverMatcher is a proof of concept providing a smart solution to build a network of caregivers, linked by a matching mechanism based on graph neural networks. The caregivers and their experience with rare diseases are described by node features. Associations and care centers are invited to share their knowledge on the platform.
2021
International Conference on Knowledge-Based and Intelligent Information and Engineering Systems
caregivers; cross-platform application; deep learning; graph neural networks; rare diseases
04 Pubblicazione in atti di convegno::04c Atto di convegno in rivista
CaregiverMatcher: Graph neural networks for connecting caregivers of rare disease patients / Guerranti, F.; Mannino, M.; Baccini, F.; Bongini, P.; Pancino, N.; Visibelli, A.; Marziali, S.. - In: PROCEDIA COMPUTER SCIENCE. - ISSN 1877-0509. - 192:(2021), pp. 1696-1704. (Intervento presentato al convegno International Conference on Knowledge-Based and Intelligent Information and Engineering Systems tenutosi a Szczecin; Poland) [10.1016/j.procs.2021.08.174].
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Note: https://doi.org/10.1016/j.procs.2021.08.174
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1691413
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