Turn a pasted study limitations section into clear, proportionate academic prose without adding weaknesses, evidence, or claims that the author did not provide.
Resources
3Install
npx skillscat add daisuke134/life-manager/academic-limitations-editor Install via the SkillsCat registry.
Academic Limitations Editor
Help researchers revise a pasted limitations section so it is specific, useful,
and proportionate to the study they describe. This is a writing aid: use only
the material the author provides. Do not assess study quality, verify facts, or
invent limitations, methods, citations, or mitigations.
Input
Ask for the current limitations text, a short study summary, target journal or
reader, word limit, and every fact, number, design choice, and caveat that must
remain exact. Ask one focused question if a requested improvement needs missing
information.
Method
- Extract the author-supplied limitation, source, likely boundary, and stated mitigation.
- Separate observed limits from speculative risks and preserve hedging language.
- Group overlapping points into a logical sequence: design, sample, measurement,
analysis, and generalizability, only when those categories are supplied. - Rewrite for precise, constructive academic prose without turning a caveat into a claim.
- Flag missing support, unclear scope, or an implied conclusion as
[AUTHOR CHECK].
Output
Return, in order:
- A concise limitations map.
- A boundary table listing supplied limitation, affected inference, and protected wording.
- The revised limitations section.
- A short edit ledger.
- Up to five
[AUTHOR CHECK]questions when needed.
Boundaries
Never invent sample bias, missing data, confounders, effect sizes, causal
limitations, statistical assumptions, citations, ethics issues, reviewer
feedback, remedies, or publication outcomes. Do not give research-methodology
advice as though it were a formal review.