Article

Enhancing Type 2 Diabetes Prediction through Transfer Learning: A Framework for Utilizing Unpaired Clinical and Genetic Data

2025-03-24

Abstract excerpt

<title>Abstract</title> <p>The prevalence of type 2 diabetes mellitus (T2DM) in Korea has risen in recent years, yet many cases remain undiagnosed. Advanced artificial intelligence (AI) models using multi-modal data have shown promise in disease prediction, but two major challenges persist: the scarcity of samples containing all desired data modalities and class imbalance in T2DM datasets. We propose a novel tran...

Topics

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

Identifiers and source

Literature Corpus work: 9a6cdf11-bb6c-5bfb-843a-31911e2997ad
DOI: 10.21203/rs.3.rs-6208543/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Enhancing Type 2 Diabetes Prediction through Transfer Learning: A Framework for Utilizing Unpaired Clinical and Genetic DataDOI 10.21203/rs.3.rs-6208543/v1Read

MOTLAB: A Weighted Multi-Omics Transfer Learning Approach to Mitigate Breast Cancer Racial DisparitiesSemantic proximity Read

Deep transfer learning provides a <i>Pareto</i> improvement for multi-ancestral clinico-genomic prediction of diseasesSemantic proximity Read

Identification of type 2 diabetes- and obesity-associated human β-cells using deep transfer learningSemantic proximity Read

Transport-based transfer learning on Electronic Health Records: Application to detection of treatment disparitiesSemantic proximity Read

Multiethnic polygenic risk prediction in diverse populations through transfer learningSemantic proximity Read

Multiethnic Polygenic Risk Prediction in Diverse Populations through Transfer LearningSemantic proximity Read

Deep transfer learning for reducing health care disparities arising from biomedical data inequalitySemantic proximity Read

A Deep Attention-Based Encoder for the Prediction of Type 2 Diabetes Longitudinal Outcomes from Routinely Collected Health Care DataSemantic proximity Read

Transfer Learning Prediction of Early Exposures and Genetic Risk Score on Adult Obesity in Two Minority Cohorts.Semantic proximity Read

Domain Adaptation Strategies for Transformer-Based Disease Prediction Using Electronic Health RecordsSemantic proximity Read

Multi-Dataset Diabetes Prediction Using Stacking Ensemble Learning and Explainable Artificial IntelligenceSemantic proximity Read

Optimizing clinico-genomic disease prediction across ancestries: a machine learning strategy with Pareto improvement.Semantic proximity Read