Scenario 1 — Tooth pain at night
Patient says
“My molar has been throbbing for 3 days and it’s worse at night.”

Top matching dentists
- #1
Dr. James CarterEndodontistStrongest profile-based clinical fit
Lists root canals, emergency tooth pain, retreatment2.1 miles - #2
Dr. Lisa NguyenEndodontistSame specialty, fewer treatments directly matching this concern0.8 miles - #3
Dr. Elena BrooksGeneral DentistCloser, but lower profile-based clinical fit0.5 miles
Dr. Carter ranks first because his profile has the strongest profile-based clinical fit for this problem. The patient still chooses which dentist to contact.



