Human-in-the-Loop Digital Pathology
A practical model where digital tools extend pathologist reach while keeping expert human oversight, quality assurance, and mentorship at the center of diagnosis.
What does human-in-the-loop mean?
Human-in-the-loop digital pathology means that technology supports the workflow, but the final clinical reasoning remains under trained human oversight.
In Kebeza’s model, cytotechnologists and clinic teams capture images and submit clinical context, while pathologists review, guide, confirm, correct, or escalate.
Why it matters in Africa
Fully automated AI diagnosis is not the first realistic step for many pathology-scarce settings. A human-centered digital system can improve access now while building quality data for the future.
The workflow
- Local clinic collects cytology or pathology specimen.
- Local team prepares slides and captures microscope images.
- Clinical details and draft interpretation are submitted digitally.
- Remote pathologist reviews and provides feedback or escalation guidance.
- Cases are archived for audit, mentorship, QA, and future research readiness.
Not replacing pathologists
The model amplifies scarce pathologist expertise instead of pretending software can replace it.
Mentorship built in
Each case can become a learning event for cytotechnologists and decentralized teams.
AI-ready later
Structured data, governance, and audit trails prepare the ground for future AI validation.
Use cases
- Fine needle aspiration cytology support.
- Cervical cytology mentorship.
- Fluid cytology triage.
- Second opinion support for suspicious cases.
- Training and quality assurance for up-country teams.
Why Kebeza is positioned for this
Kebeza’s model grows from real operational experience across up-country clinics, remote review, rapid feedback, and the practical realities of African pathology access.
Related Kebeza work
Build human-centered digital pathology
Partner with Kebeza to scale specialist oversight, remote cytology support, and African pathology data infrastructure.