IEEE

Private Sample Alignment for Vertical Federated Learning: An Efficient and Reliable Realization

Abstract: Sample alignment is recognized as a vital component of vertical federated learning, which facilitates the integration of differential samples and high-quality model training. In this trend, ...
BMJ Global Health

Medical specialists in LMICs: a systematic review and best-fit framework synthesis of the evidence on their roles and contribution to health systems

Background Medical specialists are integral to the medical workforce and play a pivotal role in referral systems. However, in ...

What Having a Fake Disease Taught Me About Health Care

Medical schools are training students in a form of care that the system can’t—or won’t—provide.
IEEE

HeaRT: An Innovative Health Representation Transformer With Clustered Feature Augmentation for Biomedical Text Classification

Abstract: Medical text classification (MTC) poses significant challenges in health informatics due to contextual complexity, class imbalance, and limited labeled data. This study introduces HeaRT ...
Business Standard

Google partners with NHA to deploy AI to digitise medical records

Technology giant Google on Tuesday announced $400,000 in funding in India to support collaborations that will use MedGemma, a collection of open-source, medically tuned vision-language foundation ...