Sample · Gate report
Illustrative structure only. Scores, labels and charts on marketing pages are not measured metrics or contract acceptance results.
Pass / fail against the frozen private item set and scoring rules agreed by both parties.
Group errors by type (e.g. localization, false positive, guideline mismatch) to drive the next data pack.
Controlled excerpts / IDs under NDA — not raw identifiable records on the public site.
Spec notes for the following collection or labeling round informed by Gate findings.
Contracting entity: Beijing Langhui Technology Co., Ltd. (brand LumeSage). Not a medical-device promotion; no clinical efficacy claims.
Use failure categories and new task specifications as feedback. Do not automatically return private holdout questions or answers to training. Where one provider performs production and evaluation, disclose roles and agree personnel, access and test-set separation, including independence limitations. Evaluation supports development decisions; it does not replace clinical validation or regulatory approval.