> For the complete documentation index, see [llms.txt](https://opora.gitbook.io/opora-health-documentation/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://opora.gitbook.io/opora-health-documentation/opora-core-for-health-ai-funding/open-science-principles-and-evidence.md).

# Open science principles and evidence

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You are expected to share results where possible, without compromising patient safety or data protection.

#### What you need to show

* What outputs can be shared openly.
* What must remain restricted and why.
* How others can understand or reproduce your work without access to raw patient data.

#### How OPORA Core supports this

OPORA Core supports:

* Fine-grained control over access to outputs and features.
* Use of anonymised, aggregated, or synthetic data where appropriate.
* Reproducible workflows that can be inspected without exposing sensitive data.

This allows you to meet open science expectations responsibly.