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Source: Studies in Health Technology and Informatics

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Total 8745 results found since Jan 2013.

Secur-e-Health Project: Towards Federated Learning for Smart Pediatric Care
Stud Health Technol Inform. 2023 May 18;302:516-520. doi: 10.3233/SHTI230196.ABSTRACTThe application of machine learning (ML) algorithms to electronic health records (EHR) data allows the achievement of data-driven insights on various clinical problems and the development of clinical decision support (CDS) systems to improve patient care. However, data governance and privacy barriers hinder the use of data from multiple sources, especially in the medical field due to the sensitivity of data. Federated learning (FL) is an attractive data privacy-preserving solution in this context by enabling the training of ML models with ...
Source: Studies in Health Technology and Informatics - May 19, 2023 Category: Information Technology Authors: Rita Rb-Silva Xavier Ribeiro Francisca Almeida Carolina Ameijeiras-Rodriguez Julio Souza Luis Concei ção Tiago Taveira-Gomes Goreti Marreiros Alberto Freitas Source Type: research

Automated Transformation of openEHR Data Instances to OWL.
Authors: Haarbrandt B, Jack T, Marschollek M Abstract Standard-based integration and semantic enrichment of clinical data originating from electronic medical records has shown to be critical to enable secondary use. To facilitate the utilization of semantic technologies on clinical data, we introduce a methodology to enable automated transformation of openEHR-based data to Web Ontology Language (OWL) individuals. To test the correctness of the implementation, de-identified data of 229 patients of the pediatric intensive care unit of Hannover Medical School has been transformed into 2.983.436 individuals. Querying o...
Source: Studies in Health Technology and Informatics - May 5, 2016 Category: Information Technology Tags: Stud Health Technol Inform Source Type: research