Article

Personalized Disease Risk Prediction from Multimodal Health Data Using Large Language Models

2026-01-25

Abstract excerpt

<title>Abstract</title> <p>This study presents a system designed to enhance disease prediction accuracy by integrating electronic health records (EHR) and wearable device data. EHR provides structured health information, such as hospital visits and diagnostic codes, while wearable devices capture real-time physiological data, like step count, offering insights into behavior patterns and activity levels. Tradition...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 53adce46-96d6-5637-9b9d-92abfce345f6
DOI: 10.21203/rs.3.rs-8139699/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Personalized Disease Risk Prediction from Multimodal Health Data Using Large Language ModelsDOI 10.21203/rs.3.rs-8139699/v1Read

Disease Risk Prediction Using Structured EHR Data: Can Generalist Large Language Models Match Specialized Clinical Foundation Models? A Comparative Evaluation with Fine-TuningSemantic proximity Read

Language-model-based patient embedding using electronic health records facilitates phenotyping, disease forecasting, and progression analysisSemantic proximity Read

Decoding Rarity: Large Language Models in the Diagnosis of Rare DiseasesSemantic proximity Read

Identifying clusters of people with Multiple Long-Term Conditions using Large Language Models: a population-based studySemantic proximity Read

Integrating Genomics into Multimodal EHR Foundation ModelsSemantic proximity Read

Large language models improve transferability of electronic health record-based predictions across countries and coding systemsSemantic proximity Read

Mobility Functional Status Ascertainment in Electronic Health Records using Large Language ModelsSemantic proximity Read

Multimodal Decision Support System for Improved Diagnosis and Healthcare Decision MakingSemantic proximity Read

Multimodal Electronic Health Record Foundation Models with Electrocardiogram for Cardiovascular Disease PredictionSemantic proximity Read

Longitudinal modeling of multimorbidity trajectories using large language modelsSemantic proximity Read

Large Language Models Improve Cancer Survival Prediction Using Real-World Clinical NotesSemantic proximity Read

GENPHIRE: Enhancing Disease Risk Prediction Using Large Language ModelSemantic proximity Read