SAS

Resolving a replacement chain of unknown depth in one pass of a DATA step: why an in-memory hash is the only structure that fits this shape of problem, what the step guarantees, and what it does when the extract is not clean. A self-contained Base SAS check ships with the note — one fixture, eleven assertions.

一次把整张表读进内存，再让主表的每一行各自去“钉”上去——这是临床 SAS 编程里最值钱的一条肌肉记忆。 本文给出 hash 对象的完整语法骨架（declare → definekey → definedata → definedone → find / output），四类真实项目形态的 可搬运代码（受试者筛选、横向合并、纵向检索、SDTM/ADaM 衍生），以及八条按官方文档与会议论文归集的易错点。

The production pattern behind a Phase III primary endpoint: PROC MIXED with no RANDOM statement, TYPE=UN and DDFM=KR, the baseline record leaving the response vector, what each covariance structure costs, and the prespecification in the SAP the model cannot supply for itself. Ships a runnable Base SAS check.

De-identified write-ups of coding patterns from clinical statistical programming, each a self-contained HTML file with no dependencies. Includes the SAS hash object note, in Chinese.