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Cheat sheet

Evaluating Longevity Research in Practice

A printable reference sheet for appraising emerging longevity studies and biomarker claims with a reasoning tool.

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Designed for clinicians, clinical researchers, and preventive medicine practitioners navigating emerging longevity literature. This reference sheet offers a structured, paste-ready prompt protocol to run through any reasoning chat tool to rapidly appraise longevity preprints, clinical trials, and observational papers. Use it during journal prep or prior to patient consultations to dissect surrogate endpoints, isolate relative risk distortions, and translate complex longevity studies into sober, evidence-based patient communications without clinical drift or administrative delay.

Who it's for

For anyone serious about reading their own health data.

Best for

  • You want a paste-ready building block, not another dashboard.
  • You're using free chat tools (Claude, ChatGPT, Gemini) and want to get more out of them.
  • You'd rather own the system than rent the app.

Not the right fit if

  • You want a one-click app to do it for you.
  • You're looking for medical or clinical advice.

Audience: Anyone building an AI Health Stack

Inside · paste-ready blocks

longevityevidence synthesispractitionercritical appraisalclinical reasoning

A concise, paste-ready evaluation framework for clinicians reviewing emerging longevity studies. Use this reference sheet with any reasoning tool to dissect trial design, separate biological surrogates from hard endpoints, and generate calm, evidence-based patient explanations in minutes.

🔒 The step-by-step guide unlocks after purchase.

Before you buy.

It works for both individuals and practitioners. The prompts and structure adapt to whoever holds the data.

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