Leo Anthony Celi

Write It Like You See It: Detectable Differences in Clinical Notes by Race Lead to Differential Model Recommendations

2022

Clinical notes are becoming an increasingly important data source for machine learning (ML) applications in healthcare. Prior research has shown that deploying ML models can perpetuate existing biases against racial minorities, as bias can be …

Multimodal Deep Learning for Low-Resource Settings: A Vector Embedding Alignment Approach for Healthcare Applications

2024 · medRxiv

Abstract Objective Large-scale multi-modal deep learning models and datasets have revolutionized various domains such as healthcare, underscoring the critical role of computational power. However, in resource-constrained regions like Low and Middle-Income Countries (LMICs), GPU and …

Dialogues of delivery: a multilingual question-answer dataset for maternal healthcare in East African languages

2026 · BMC Research Notes

OBJECTIVE: There is a critical scarcity of domain-specific, clinically grounded Natural Language Processing (NLP) resources for African languages. In Western Uganda, linguistic diversity creates a barrier to maternal healthcare, as mothers lack access to health …