Framework · Calculator · AI
Net Beneficial Influence
A 2×2 adjudication framework and five-metric calculator for evaluating cooperative human-AI clinical decision-making. Asks not “Is AI better?” but “Does using AI make clinicians better?”
Internal Medicine · Bayhealth Medical Center · Dover, DE
Building open clinical tools and frameworks where evidence and technology intersect.
Framework · Calculator · AI
A 2×2 adjudication framework and five-metric calculator for evaluating cooperative human-AI clinical decision-making. Asks not “Is AI better?” but “Does using AI make clinicians better?”
Evidence-Based Medicine · EBM Tool
Browser-based educational tool matching patient profiles against 39 landmark cardiology trials across heart failure, atrial fibrillation, and valvular disease. All evaluation runs in-browser: no PHI transmitted.
Research Platform · SaaS
A structured research platform for residents and medical students: from clinical observation to complete study plan. PICO framework builder, study design matching, team task tracking, and conference-deadline-aware timelines.
Open tools & frameworks
Peer-reviewed abstracts & posters
Case reports
Bayhealth Medical Center
Dover, Delaware, USA
Inpatient internal medicine with a focus on cardiology and quality improvement. Developing open clinical tools deployed to the department, including a STEMI ischemic time dashboard, a human-AI decision-making framework, and a landmark cardiology trial matcher for bedside evidence translation.
Crozer Chester Medical Center · Drexel University College of Medicine
Upland, Pennsylvania, USA
Three-year categorical internal medicine residency at an academic community program. Promoted to Chief Resident in the final year, leading resident scheduling, quality improvement initiatives, and scholarly activity programming for the department.
Published peer-reviewed abstracts at ACC and SCAI scientific sessions on propensity score and machine learning studies in onco-cardiology. Contributed to QI projects addressing heart failure documentation, SGLT2i/GLP-1 utilization in clinical ASCVD, cancer screening gaps, and 90-day readmission trends.
Awards: Best Intern, PGY-1 (2019–20) · Outstanding Resident in a Teaching Role, PGY-2 (2020–21) · Outstanding Resident in a Teaching Role, PGY-3 (2021–22)
Division of Infectious Diseases, University of South Florida College of Medicine
Tampa, Florida, USA
Clinical observership in the Division of Infectious Diseases, gaining exposure to complex infectious disease management and academic clinical workflows at a major academic medical center.
Mysore Medical College and Research Institute
Karnataka, India
Six-year integrated undergraduate medical program encompassing pre-clinical, para-clinical, and clinical training. Core rotations in internal medicine, surgery, obstetrics & gynaecology, paediatrics, and community medicine.
Johns Hopkins University · Coursera
Online
Systems science methods applied to population-level obesity, complex adaptive systems, agent-based modeling, and policy levers in public health.
University of Copenhagen & Copenhagen Business School · Coursera
Online
Innovation and business model design in geriatric care, value creation in elder care systems, integrated care models, and healthcare entrepreneurship in the context of an aging population.
Open to cardiology fellowship discussions, research collaborations, and clinical tool development. The fastest path is email.
Send email