Patients with bone marrow cancer are more susceptible to chest infections than healthy adults; marrow ablation treatment further compromises their immune status and increases the risk of fungal opportunistic infection, which is associated with a high fatality rate. Therefore, it is critical to achieve early and accurate diagnosis of fungal infection when these patients become febrile. At the Mount Sinai Hospital (MSH) and the University Health Network (UHN), the standard of care (SOC) to exclude a chest infection in immunocompromised (IC) patients is chest computed tomography (CT) using low dose CT (LDCTT).