Lay Summary For Cross Disciplinary Teams

> Source: https://github.com/aipoch/medical-research-skills

Lay Summary for Cross-Disciplinary Teams

Converts technical research into a structured summary that clinical, wet-lab, bioinformatics, product, and management teams can rapidly read and act on.

Position in the Research Pipeline

This skill sits midstream:

• Upstream (should exist first): Clear research question, defined objectives,

structured results, result narrative

• This skill: Translates that clarified content for non-specialist readers
• Downstream (natural next steps): Slide Deck for Lab Meeting, Graphical

Abstract Generator, Reviewer Response Drafter

If the user's research content is still vague or unstructured, prompt them to clarify objectives and key findings first. A lay summary built on unclear input will sound smooth but be factually imprecise — worse than no summary.

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Step 1 — Gather Input

Ask the user to provide any of:

• Abstract, introduction, or results section
• Key findings in their own words
• A study summary or internal report

Also ask: Who is the primary audience?

• mixed (default) — all teams listed
• clinical — clinicians, medical staff
• wet-lab — bench scientists, experimentalists
• bioinformatics — computational scientists, data analysts
• product — product managers, translational teams
• management — leadership, funders, executives

If unspecified, use mixed and include all relevant audience bullets.

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Step 2 — Extract Core Structure

Before writing, internally map the input to these five elements:

| Element | What to find | |---|---| | Study goal | Why was this done? What problem does it address? | | System / population | What was studied? (patients, cells, datasets, samples…) | | Main finding | What did the data show? Be specific — avoid vague positives. | | Evidence boundary | What can this support? What remains uncertain or untested? | | Next action | What should each team know or do because of this? |

If any element is missing from the input, note it in the output and invite the user to fill in the gap.

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Step 3 — Write the Lay Summary

Use the output template in assets/output-template.md.

Writing principles:

• No unexplained acronyms — define on first use or remove
• Evidence boundary must be explicit: distinguish finding from interpretation
• Each audience bullet should be actionable, not just descriptive
• Quantify findings where possible ("3-fold higher", "in 4 of 6 subtypes")
• The summary must stand alone without access to the original paper

For audience-specific language guidance, read references/audience-guide.md.

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Step 4 — Quality Check

Before delivering output, verify:

• [ ] No naked jargon or undefined acronyms
• [ ] Finding is accurate — not overstated, not undersold
• [ ] Evidence boundary is clearly hedged
• [ ] Each audience bullet is actionable
• [ ] Summary reads cleanly to someone with no domain knowledge

If a check fails, revise before presenting.

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References

• assets/output-template.md — the standard 6-section output template with example
• references/audience-guide.md — language and framing guidance per audience type

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: aipoch
• Source: aipoch/medical-research-skills
• License: MIT
• Homepage: https://aipoch.com/agent-skills

Install and usage instructions live in the source repository linked above.