Probabilistic decision support for lung cancer screening
Principal Investigator
Name
Jayashree Kalpathy-Cramer
Degrees
PhD
Institution
MGH/Harvard Medical School
Position Title
Assistant Professor
About this CDAS Project
Study
NLST
(Learn more about this study)
Project ID
NLST-179
Initial CDAS Request Approval
Nov 17, 2015
Title
Probabilistic decision support for lung cancer screening
Summary
In this project, our goal is to apply machine learning approaches in developing a probabilistic decision support system for lung cancer screening.
Aims
1. Develop a machine learning framework for lung abnormality detection
2. Assess the efficacy of approaches based on lung nodule segmentation versus more holistic assessment of the lung
3. Evaluate radiomics and radio-patholomics appraoches to lung cancer screening
Collaborators
Ender Konukoglu, MGH