Normalising medical documents into longitudinal histories
Source
- Speciale Invest, Longevity by default (opens in a new tab)Data normalisation discussionPublished: 3 Jun 2026
The idea
Structure prescriptions, laboratory PDFs and consultation notes for continuity and analytics.
Why this is interesting
- Prescriptions, laboratory reports and consultation notes arrive in inconsistent formats. Turning them into a structured history supports continuity and analysis, but extraction errors carry clinical consequences.
- The approach is described through eka.care, a company in Speciale Invest’s portfolio. It is an example of how one team addresses the problem, not proof that the space is open or that providers will pay.
Possible starting points
Laboratory report structuring
Start with laboratory reports, which may be more consistent than handwritten notes, and measure extraction accuracy.
Patient-held record assembly
Help people with a chronic condition collect and structure their own documents to share with a new doctor.
Questions to answer
- What error rate is acceptable, and who checks the extracted record?
- Is the buyer a provider, an insurer, a researcher or the patient?