How good is your synthetic data? SynthRO, a dashboard to evaluate and benchmark synthetic tabular data.

ABSTRACT:

Background

The exponential growth in patient data collection by healthcare providers, governments, and private industries is yielding large and diverse datasets that offer new insights into critical medical questions. Leveraging extensive computational resources, Machine Learning and Artificial Intelligence are increasingly utilized to address health-related issues, such as predicting outcomes from Electronic Health Records and detecting patterns in multi-omics data. Despite the proliferation of medical devices based on Artificial Intelligence, data accessibility for research is limited due to privacy concerns. Efforts to de-identify data have met challenges in maintaining effectiveness, particularly with large datasets. As an alternative, synthetic data, that replicate main statis

SUBMITTER: Santangelo G 

PROVIDER: S-EPMC11837667 | biostudies-literature | 2025 Feb

REPOSITORIES: biostudies-literature