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COVID Severity Detection in Pediatrics

Fall 2022 – Spring 2023

Classifying COVID-19 severity using Chest X-Ray images and clinical data, developed in collaboration with Texas Children's Hospital. Vision Transformer backbones and calibrated ensembles improved risk stratification.

• Multi-modal fusion of CXR and tabular clinical features.
• Calibration-aware training and evaluation for clinical interpretability.
• Data governance and de-identification aligned with IRB requirements.