Renal pathology
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No. 6 of 20
Getting Started with AI in Renal Pathology
A practical primer for the practising pathologist — what the technology actually does in renal pathology, what to ask of it, and how to start safely.
Renal pathology is built on counting. How many glomeruli are globally sclerosed. What percentage of cortex is fibrotic. How much tubular atrophy. What proportion of glomeruli show crescents, segmental sclerosis, or mesangial hypercellularity. Nearly every scoring system in the discipline — the Banff classification for allograft biopsies, the Oxford classification for IgA nephropathy, the ISN/RPS lupus nephritis classification — converts morphology into a semiquantitative score.
What the primer covers
- SectionWhy the kidney biopsy is an ideal quantification problem
- SectionThe task map for renal pathology
- SectionWhere to begin
- SectionYour first 90 days
- SectionValidation specifics
- SectionFailure modes to anticipate
- SectionWhat to watch next
- SectionKey references
Who it is for
- Pathologists in renal pathology meeting diagnostic AI for the first time
- Laboratory leads assessing vendor claims and planning validation
- Trainees who want the regulatory and methodological context, not marketing
Educational guidance, not clinical protocol or regulatory advice. Algorithm authorisations and validation requirements change — confirm the current position with your regulator and your own quality system.