What technological solution is recommended to lock down the computational environment for future reproducibility?
Answer
Containerization technologies such as Docker or Conda environments.
Containerization allows researchers to define the entire execution environment, including dependencies and runtime configurations, within a single, shareable file that ensures identical execution anywhere.

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