
Small batch validation
Batch-level review compares model output stability across acquisition protocols and scanner vendors.
Public summaries focus on workflow reproducibility, review ergonomics, and model governance rather than clinical performance claims.

Batch-level review compares model output stability across acquisition protocols and scanner vendors.
Model cards record input size, preprocessing, output representation, and known limitations for each release.
| Study area | Current note | Publication status |
|---|---|---|
| Segmentation QA | Threshold review and manual correction workflow. | Published |
| PET/CT worklist | Queue design for bookmarked lesions and exception handling. | Published |
| Report handoff | Structured payload mapping for downstream reporting systems. | Draft |