Representation Learning for Person or Entity-centric Knowledge Graphs: an application in HealthcareChristos TheodoropoulosNatasha Mulliganet al.2023K-CAP 2023
Encoding Health Records into Pathway Representations for Deep LearningMarco Luca SbodioNatasha Mulliganet al.2021EFMI STC 2021
Evaluating the Predictive Features of Person-Centric Knowledge Graph Embeddings: Unfolding Ablation StudiesChristos TheodoropoulosNatasha Mulliganet al.2024MIE 2024
Automatic Mapping of Terminology Items with TransformersAlberto PurpuraJoao Bettencourt-Silvaet al.2023AMIA Annual Symposium 2023
Discovering Associations between Social Determinants and Health Outcomes: Merging Knowledge Graphs from Literature and Electronic Health DataYoonyoung ParkNatasha Mulliganet al.2021AMIA Annual Symposium 2021
Social Determinant Trends of COVID-19: an analysis using Knowledge Graphs from Published Evidence and Online TrendsMartin GleizeNatasha Mulliganet al.2021MIE 2021
Deep EHR Spotlight: a Framework and Mechanism to Highlight Events in Electronic Health Records for Explainable PredictionsThanh NguyenNatasha Mulliganet al.2021AMIA Informatics Summit 2021
Exploring the Social Drivers of Health during a Pandemic: Leveraging Knowledge Graphs and Population Trends in COVID-19Joao Bettencourt-SilvaNatasha Mulliganet al.2020EFMI STC 2020
Discovering new Social Determinants of Health concepts from Unstructured Data: Framework and EvaluationJoao Bettencourt-SilvaNatasha Mulliganet al.2020MIE 2020
Bridging Clinical and Social Determinants of Health Using Unstructured DataJoao Bettencourt-SilvaNatasha Mulliganet al.2018EFMI STC 2018