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interpret-biomedical-results

Interpret validated Shennong biomedical outputs into evidence-linked findings, limitations, figure or table descriptions, and next-step hypotheses while…

Skill by zerostwo

IndexedApache-2.0
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/zerostwo-interpret-biomedical-results

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About

Interpret validated Shennong biomedical outputs into evidence-linked findings, limitations, figure or table descriptions, and next-step hypotheses while separating descriptive, inferential, and biological claims. Use only after result provenance and validation are available.

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/interpret-biomedical-results

What's inside

Skill name
interpret-biomedical-results
Description
Interpret validated Shennong biomedical outputs into evidence-linked findings, limitations, figure or table descriptions, and next-step hypotheses while separating descriptive, inferential, and biological claims. Use only after result provenance and validation are available.
License
Apache-2.0
Instructions
13 lines in SKILL.md · view on GitHub

Files (2)

  • SKILL.md
  • shennong.skill.yaml

SKILL.md (first lines)

# Interpret biomedical results

1. Read registered result artifacts, producing job metadata, dataset provenance, and the latest deterministic validation report.
2. Stop if validation failed. Carry every warning into the interpretation.
3. Report cohort and group sizes, inferential unit, effect direction and magnitude, uncertainty, adjusted values, and relevant preprocessing.
4. Separate direct observations, supported statistical inferences, and biological hypotheses.
5. Attach an EvidenceRef identifier to each stored-data claim and preserve Resource and artifact versions.
6. Describe alternative explanations, confounding, missing annotations, and analyses not supported by the available data.
7. Propose next steps as hypotheses or validation work, not as completed findings.

Never turn correlation into causation or generalize beyond the analyzed cohort.

From zerostwo/shennong-os, Apache-2.0.

More from zerostwo/shennong-os

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Last commit (this folder)
Jul 18, 2026 (3 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Apache-2.0
Repository
github.com/zerostwo/shennong-os
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
GitHubgithub-graphql

More from zerostwo

Cite this page

interpret-biomedical-results skill. Agent Mart. https://agentmart.dev/skills/zerostwo-interpret-biomedical-results (last updated 2026-10-24)