The encounter problem
Patient intake, visit preparation, and clinical coding create disconnected steps across a provider encounter. I built an assistant that connects patient-reported symptoms to the information and suggestions a provider needs during the visit.
What I built
Patients identify symptoms on a 3D body avatar on a tablet. The assistant turns that input into a structured illness summary and predicts diagnosis codes, CPT procedure codes, medications, and lab-order tests.
I built the connected workflow across patient intake, clinical summarization, and prediction models, supporting the patient–provider encounter within the EHR.
Why it matters
This was end-to-end clinical workflow engineering: translating patient input into structured context and decision-support suggestions across the visit. It sits alongside my separate document intelligence, clinical coding, and claim-denial work at CareCloud.