medical training atlas
Who actually matches at top training programs
Not what programs say they want. Who they actually take, where those people trained, and what they published. Built from public rosters and open scholarly data.
live corpus
The people make the map. Every number opens back into the training graph.
607
current trainees
1,248
publications
4
verified institutions
460
institutions in graph
Institutions
browse 4 verified- University of Pennsylvaniauniversity4 programs · 222 current
- Johns Hopkins Universityuniversity2 programs · 184 current
- Massachusetts General Hospitalhospital2 programs · 164 current
- Stanford Universityuniversity6 programs · 37 current
Another 456 institutions appear in trainee histories. We publish their directory pages only after a current roster passes the coverage gate.
Specialties
browse all- Internal Medicineresidency482 current · 3 institutions
- Cardiovascular Diseasefellowship110 current · 4 institutions
- Clinical Cardiac Electrophysiologyfellowship6 current · 1 institution
- Advanced Heart Failure & Transplant Cardiologyfellowship3 current · 1 institution
- Interventional Cardiologyfellowship3 current · 1 institution
- Adult Congenital Heart Diseasefellowship2 current · 1 institution
- Advanced Cardiovascular Imagingfellowship1 current · 1 institution
Compiled from official program rosters and open scholarly data (PubMed, OpenAlex, ORCID) with field-normalized impact (NIH iCite RCR). roster verified marks rosters that passed the coverage gate; institutions known only from trainee trajectories are labeled as such and never presented as full coverage.