Matches in SemOpenAlex for { <https://semopenalex.org/work/W4306639115> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W4306639115 abstract "Abstract Data-driven medical care delivery must always respect patient privacy – a requirement that is not easily met. This issue have impeded improvements to healthcare software and have delayed the long-predicted prevalence of artificial intelligence in healthcare. Until now, it has been very difficult to share data between healthcare organizations, resulting in poor statistical models due to unrepresentative patient cohorts. Synthetic data, i. e., artificial but realistic electronic health records, could overcome the drought that is troubling the healthcare sector. Deep neural network architectures in particular have shown an incredible ability to learn from complex data sets, and generate large amounts of unseen data points with the same statistical properties as the training data. Here, we present a generative neural network model that can create synthetic health records with realistic timelines. These clinical trajectories are generated on a per-patient basis and are represented as linear-sequence graphs of clinical events over time. We use a variational graph autoencoder (VGAE) to generate synthetic samples from real-world electronic health records. Our approach generates health records not seen in the training data. We show that these artificial patient trajectories are realistic but still preserve patient privacy, and can therefore be shared freely across organizations." @default.
- W4306639115 created "2022-10-18" @default.
- W4306639115 creator A5009911876 @default.
- W4306639115 creator A5011742954 @default.
- W4306639115 creator A5057695979 @default.
- W4306639115 creator A5067504077 @default.
- W4306639115 creator A5091065605 @default.
- W4306639115 date "2022-10-17" @default.
- W4306639115 modified "2023-10-01" @default.
- W4306639115 title "Synthetic electronic health records generated with variational graph autoencoders" @default.
- W4306639115 cites W1964940342 @default.
- W4306639115 cites W2064675550 @default.
- W4306639115 cites W2164572080 @default.
- W4306639115 cites W2168193374 @default.
- W4306639115 cites W2473418344 @default.
- W4306639115 cites W2751687090 @default.
- W4306639115 cites W2765811365 @default.
- W4306639115 cites W2806276686 @default.
- W4306639115 cites W2904931021 @default.
- W4306639115 cites W2942315111 @default.
- W4306639115 cites W2948978827 @default.
- W4306639115 cites W2984343629 @default.
- W4306639115 cites W3012609595 @default.
- W4306639115 cites W3015471667 @default.
- W4306639115 cites W3099064356 @default.
- W4306639115 cites W3110933132 @default.
- W4306639115 cites W3113905359 @default.
- W4306639115 cites W3166254754 @default.
- W4306639115 cites W3212453181 @default.
- W4306639115 cites W3216759837 @default.
- W4306639115 cites W4226074841 @default.
- W4306639115 cites W4289436753 @default.
- W4306639115 doi "https://doi.org/10.1101/2022.10.17.22281145" @default.
- W4306639115 hasPublicationYear "2022" @default.
- W4306639115 type Work @default.
- W4306639115 citedByCount "0" @default.
- W4306639115 crossrefType "posted-content" @default.
- W4306639115 hasAuthorship W4306639115A5009911876 @default.
- W4306639115 hasAuthorship W4306639115A5011742954 @default.
- W4306639115 hasAuthorship W4306639115A5057695979 @default.
- W4306639115 hasAuthorship W4306639115A5067504077 @default.
- W4306639115 hasAuthorship W4306639115A5091065605 @default.
- W4306639115 hasBestOaLocation W43066391151 @default.
- W4306639115 hasConcept C101738243 @default.
- W4306639115 hasConcept C105795698 @default.
- W4306639115 hasConcept C119857082 @default.
- W4306639115 hasConcept C126838900 @default.
- W4306639115 hasConcept C132525143 @default.
- W4306639115 hasConcept C154945302 @default.
- W4306639115 hasConcept C160735492 @default.
- W4306639115 hasConcept C160920958 @default.
- W4306639115 hasConcept C162324750 @default.
- W4306639115 hasConcept C195910791 @default.
- W4306639115 hasConcept C2522767166 @default.
- W4306639115 hasConcept C2780440489 @default.
- W4306639115 hasConcept C3019952477 @default.
- W4306639115 hasConcept C33923547 @default.
- W4306639115 hasConcept C41008148 @default.
- W4306639115 hasConcept C4438859 @default.
- W4306639115 hasConcept C50522688 @default.
- W4306639115 hasConcept C50644808 @default.
- W4306639115 hasConcept C71924100 @default.
- W4306639115 hasConcept C80444323 @default.
- W4306639115 hasConceptScore W4306639115C101738243 @default.
- W4306639115 hasConceptScore W4306639115C105795698 @default.
- W4306639115 hasConceptScore W4306639115C119857082 @default.
- W4306639115 hasConceptScore W4306639115C126838900 @default.
- W4306639115 hasConceptScore W4306639115C132525143 @default.
- W4306639115 hasConceptScore W4306639115C154945302 @default.
- W4306639115 hasConceptScore W4306639115C160735492 @default.
- W4306639115 hasConceptScore W4306639115C160920958 @default.
- W4306639115 hasConceptScore W4306639115C162324750 @default.
- W4306639115 hasConceptScore W4306639115C195910791 @default.
- W4306639115 hasConceptScore W4306639115C2522767166 @default.
- W4306639115 hasConceptScore W4306639115C2780440489 @default.
- W4306639115 hasConceptScore W4306639115C3019952477 @default.
- W4306639115 hasConceptScore W4306639115C33923547 @default.
- W4306639115 hasConceptScore W4306639115C41008148 @default.
- W4306639115 hasConceptScore W4306639115C4438859 @default.
- W4306639115 hasConceptScore W4306639115C50522688 @default.
- W4306639115 hasConceptScore W4306639115C50644808 @default.
- W4306639115 hasConceptScore W4306639115C71924100 @default.
- W4306639115 hasConceptScore W4306639115C80444323 @default.
- W4306639115 hasLocation W43066391151 @default.
- W4306639115 hasOpenAccess W4306639115 @default.
- W4306639115 hasPrimaryLocation W43066391151 @default.
- W4306639115 hasRelatedWork W2788487394 @default.
- W4306639115 hasRelatedWork W3044458868 @default.
- W4306639115 hasRelatedWork W3183987844 @default.
- W4306639115 hasRelatedWork W4213225422 @default.
- W4306639115 hasRelatedWork W4250304930 @default.
- W4306639115 hasRelatedWork W4289656111 @default.
- W4306639115 hasRelatedWork W4294975035 @default.
- W4306639115 hasRelatedWork W4306639115 @default.
- W4306639115 hasRelatedWork W4310917402 @default.
- W4306639115 hasRelatedWork W1629725936 @default.
- W4306639115 isParatext "false" @default.
- W4306639115 isRetracted "false" @default.
- W4306639115 workType "article" @default.