Pipeline as Code: Automating the SDTM-to-ADaM-to-TLF Chain
How to turn the SDTM-to-ADaM-to-TLF chain into pipeline as code: explicit dependencies, pinned environments, hash-verified outputs, and stage-level failure isolation.
Topic
#reproducibility
3 posts
▶ video
targets Pipelines: Reproducible Clinical Analyses
Incremental compute, crew parallelism, frozen environments — a pipeline that re-runs in minutes, replays exactly a year later, and answers an inspector by existing.
Temperature 0 Doesn't Buy You Reproducibility
Setting temperature to zero feels like determinism. It isn't — and in GxP work the difference will find you during an audit, not during development.