Gate · Benchmark reference
Public / reference benchmark used as method context for Medical Gate private evaluation. Contract gates use frozen private sets and scoring rules — not public leaderboard scores.
Medical Gate private evaluation uses frozen private item sets, scoring rules and sample strata agreed in the contract. Public benchmarks are method reference only and do not become acceptance criteria unless both parties freeze them in writing.
Contracting entity: Beijing Langhui Technology Co., Ltd. (brand LumeSage). Not a medical-device promotion; no clinical efficacy claims.