During fellowship, common antibiotic decisions were sometimes guided more by patterns than by mechanisms. That inspired MechID, a way to connect susceptibility results with plausible resistance mechanisms in a form built for learning and stewardship.
Host factors also became increasingly central. The rapid expansion of chemotherapeutic, biologic, and immunomodulatory agents made it difficult to keep mechanisms and infection risks organized. That led to ImmunoID, an educational tool mapping immune modulation and offering a heuristic immunosuppression estimate.
Translating clinical gestalt into pretest and post-test probability is also hard, yet it often determines the next step. ProbID was built to make that process more visible, showing how findings, labs, and imaging can shift probability as an educational exercise in diagnostic reasoning.
The goal is an evolving set of cases and tools that helps learners and clinicians feel more comfortable reasoning through uncertainty while staying connected to what makes Infectious Diseases so compelling.