Patients Like Me
Empowering patients by surfacing treatments, diagnoses, recommended physicians, and other patients like you
Decision Support
Long COVID
Structured Data
The Problem
When you have a Complex Illness, you are searching for:
Doctors who understand your disease
Most Drs. don't understand complex illnesses
Correct Diagnosis
It is a struggle for patients to get a diagnosis for complex disorders.
Treatments tailored to you
Every patient is unique and treatments need to be too.
Community & Social Support
Patients are stuck navigating health crises alone, without other patients who understand what its like.
The Solution
Using LLMS to Provide Answers
Identify the most recommended doctors for your specific symptoms
Suggest most likely diagnoses using nearest-neighbor search

Recommend treatments to ask your Dr. for based on shared experience
Surface Community members with your symptomatology & diagnosis
The Solution
What We built
Interpretable Treatment Predictor using LLM extracted data
AI Doctor Ranker using similar patient's experiences

AI Diagnosis Ranker using interpretable statistics
LLMs Similarity Search to find patients like you
Key Analytical Insight
Long COVID Is a Continuum, Not a Cluster Map
Initial clustering did not cleanly separate patients into discrete subtypes. Verbosity was a major confounder, and after controlling for it with cosine similarity, the real structure appeared as overlapping syndrome features along a continuum