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About our content

Gist.Science provides AI-generated explanations of research papers published on preprint servers (arXiv, bioRxiv, medRxiv). Our explanations are designed to make research more accessible to a broader audience.

These explanations are generated automatically and may contain errors, omissions, simplifications, or misinterpretations of the original research. While we strive for accuracy and actively incorporate feedback from paper authors, we cannot guarantee that every explanation is complete or correct.

The original research paper is always the authoritative source. We encourage readers to consult the original paper, which is linked on every page.

Preprints are not peer-reviewed

The papers we explain are preprints. This means they have not yet undergone formal peer review and should not be treated as established scientific fact. Preprints are preliminary reports of work that may be revised, corrected, or withdrawn by the authors at any time.

Not medical advice

Content on this site does not constitute medical advice. Do not make health, treatment, or medication decisions based on information found on Gist.Science. Research findings — especially from preprints — require further validation before they can inform clinical practice.

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Not professional advice

Content on this site does not constitute legal, financial, or any other form of professional advice. Gist.Science provides educational summaries of research for informational purposes only.

AI-generated content

All explanations are generated by AI (large language models). While AI can produce highly accurate summaries, it can also introduce errors that are not present in the original paper, including but not limited to: incorrect numerical values, misattributed claims, oversimplified conclusions, and fabricated details.

Pages marked 'Author reviewed' indicate that a paper's author has seen the explanation. This does not constitute a formal endorsement of every statement on the page.

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