limitations-ethics-llm-disclosure

name	limitations-ethics-llm-disclosure
description	Use when drafting or auditing limitations, ethics, compute, data/code availability, and LLM-usage disclosure sections for CFD-AI/SciML papers.
version	0.3.0
author	CFD-AI Paper Skills maintainers
metadata	{"short-description":"Limitations, ethics, and LLM disclosure audit"}

Limitations, Ethics, and LLM Disclosure

Trigger

Use near submission, revision, or when a manuscript needs honest limitations and disclosure language.

Checklist

• physical assumptions
• simulation assumptions
• generalization boundary
• dataset bias or generation limits
• compute/energy cost
• proprietary code/data limits
• safety/dual-use if relevant
• LLM use: writing, code generation, ideation, data analysis, method component

Output schema

Area	Current statement	Missing risk	Suggested text

Wording rule

Limitations should narrow claims without sabotaging the paper.

Anti-patterns

• Generic limitations such as "more work is needed" with no experiment boundary.
• Hiding LLM use in code, writing, or analysis when disclosure is required.
• Claiming sustainability, fairness, or safety benefits without evidence.
• Turning limitations into new unsupported claims.

Verification

• Do not disclose nonexistent use.
• Do not hide material LLM/method/data involvement.
• Match target journal policy when known.