Award
National Cancer Institute 1R15CA297754-01A1
Explainable Analogical Learning for Oncology Diagnosis and Prediction based on Deep Pathophysiology
Recipient
College at Oswego, NY, United States
Award Amount
$591,468.00
Ceiling
$591,468.00
Awarded
August 05, 2025
Identifier
1R15CA297754-01A1
The project focuses on creating interpretable machine learning models based on deep cancer pathophysiology to improve cancer diagnosis, risk stratification, and therapeutic recommendations, emphasizing safety, trustworthiness, and educational benefits.
Description
This project aims to develop and explain analogical learning diagnostic and survival prediction models of cancer that reflect patient pathophysiological states and integrate oncology knowledge with complex data, ensuring safety and fairness. It will also provide educational benefits through research experiences for undergraduate and graduate students.