Back to search

Article

Exploring the Role of Synthetic Data in the Future of AI in Healthcare: A Scoping Review of Frameworks, Challenges, and Implications

2025-08-05

Abstract excerpt

Synthetic data has emerged as a transformative tool in healthcare, particularly in areas such as medical imaging, electronic health records (EHRs), and clinical trial simulation, where data privacy, diversity, and accessibility are critical. This scoping review examines current approaches to synthetic data generation in healthcare, with a focus on AI model training, privacy preservation, and bias mitigation. A com...

Topics

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

Identifiers and source

Literature Corpus work
0aa3f16b-b605-5310-9dfd-a4e615ed259b
DOI
10.20944/preprints202507.2567.v2
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
Exploring the Role of Synthetic Data in the Future of AI in Healthcare: A Scoping Review of Frameworks, Challenges, and ImplicationsDOI 10.20944/preprints202507.2567.v2
Revolutionizing Personalized Medicine with Generative AI: A Systematic ReviewSemantic proximity
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins?Semantic proximity
Exploring the Role of Synthetic Data in the Future of AI in Healthcare: Frameworks, Challenges, and ImplicationsSemantic proximity
The Synthetic Fidelity–Stability Framework (SFSF): A Systematic Multi-Dimensional Benchmark of Synthetic Clinical Laboratory Data GeneratorsSemantic proximity
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins?Semantic proximity
Generative AI Mitigates Representation Bias and Improves Model Fairness Through Synthetic Health DataSemantic proximity
SynthCraft: an AI partner for synthetic data generation to support data access and augmentation in healthcareSemantic proximity
Generating synthetic electronic health record data: a methodological scoping review with benchmarking on phenotype data and open-source software.Semantic proximity
Multimodal Generative AI in Diagnostics: Bridging Medical Imaging and Clinical ReasoningSemantic proximity
A Method for Machine Learning Generation of Realistic Synthetic Datasets for Validating Healthcare ApplicationsSemantic proximity
Generating virtual patient data for in silico clinical trials of medical devices during extracorporeal membrane oxygenation treatmentSemantic proximity
High-Fidelity Synthetic Data Replicates Clinical Prediction Performance in a Million-Patient Diabetes CohortSemantic proximity
Select a neighboring publication to make it the new centre.