{04/09} · Clinical software
All workAidPulse: Local Clinical Decision Support Across Five Departments
Can similar patient retrieval and its explanation run entirely inside a hospital?
A fully local system. Variational autoencoders find similar patients, and a local Llama 3.2 3B model explains them, so data never leaves the institution. Separate models for five departments, using 169,914 public records and 236 deidentified AIMS patients.
- 5departments, each with its own model
- 0.762mean reciprocal rank in oncology, 0.758 in cardiology
- 4.11expert rating, out of 5
What the record supports
Claim
Retrieval ranks similar patients above chance.
Evidence
Mean reciprocal rank reached 0.758 in cardiology and 0.762 in oncology. Experts rated it 4.11 of 5.
Limits, stated plainly
Simpler methods matched the VAE in four of five departments, and the paper reports this openly.