Skills · Found in a collection
limitation-and-risk-writer
“Acknowledges limitations in sample, design, measurement, and validation in a professional way that improves credibility without undermining the whole paper. Use when writing the limitations paragraph of a Discussion section, preparing a grant risk assessment, responding to reviewers about study weaknesses, or framing scope boundaries for a paper. Also triggers on "write my limitations", "how should I address the limitation of", "reviewer said my sample is too small", or "help me word this limitation".” (the skill's description, quoted from its SKILL.md)
Found on: AIPOCH, Medical Research Skills, github.com/aipoch/medical-research-skills (MIT), version 686e09d of 17 September 2026, read 14 October 2026
AIPOCH's skill
AIPOCH wrote this skill for AI assistants that read SKILL.md files, such as Claude Code and Codex, and keeps it in Medical Research Skills on GitHub; the collection also has an install script for OpenClaw. e2er lists it in Skills so that it can be found next to e2er's own skills; its files stay in AIPOCH's repository.
- Folder
- awesome-med-research-skills/Academic Writing/limitation-and-risk-writer
- Category
- Academic Writing
- Licence
- MIT, as its SKILL.md states
- Files
- SKILL.md and 3 other files, scripts among them
AIPOCH's own audit
AIPOCH's own audit: Production Ready
90 of 100 points in the MedSkillAudit report of 22 April 2026 (skill-auditor@1.0), which AIPOCH keeps in the skill's folder: eval_report_limitation-and-risk-writer_result.json.
MedSkillAudit is AIPOCH's framework for auditing its medical research skills (skill-auditor). The grade is AIPOCH's assessment of its own skill. e2er has not evaluated this skill.
Can e2er use it?
Not by default: no e2er specialist reads it. e2er's specialists read skills that are single Markdown files, e2er's own and the packs from the RISE catalogue that e2er skills install fetches, and AIPOCH's collection is not in that catalogue.
A specialist can read this skill's instructions if you save its SKILL.md as ~/.e2er/skills/aipoch/limitation-and-risk-writer.md and name it under [skills] in a template:
[skills]
<specialist> = ["aipoch/limitation-and-risk-writer"]e2er then reads that one file as text, and the study's dossier lists the skill as aipoch/limitation-and-risk-writer, which leads back to this page. The folder's 3 other files stay unread, and e2er runs none of its scripts.
In Claude Code, Codex or OpenClaw, add the whole folder as the collection's README describes.
More Academic Writing skills in Medical Research Skills
Description
Data model- Discipline
- Biomedical
- Method family
- not specified
- Design
- not specified
- Research stage
- Drafting
- Authors
- none: the source is cited on this page
- Usage
- not used in published research yet
- Source
- Found on a list or in a collection · aipoch/medical-research-skills · @686e09dfdb45d9fa1a08664f06bb93769b3c9d91
- Record
- skill:aipoch/limitation-and-risk-writer · JSON
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