Study Limitations Drafter

Professional limitation statement generator.

Use Cases

• Manuscript limitation sections
• Grant proposal risk assessment
• Peer review responses

Parameters

Parameter	Type	Required	Default	Description
limitations	list[str]	Yes	-	List of study design constraints
severity	str	No	"minor"	Impact level: "minor" or "major"
mitigation	list[str]	No	-	Steps taken to address each limitation

Returns

• Professionally worded limitation paragraphs
• Balanced tone (honest but not self-defeating)
• Mitigation strategies

Example

"While the single-center design limits generalizability..."

Risk Assessment

Risk Indicator	Assessment	Level
Code Execution	Python/R scripts executed locally	Medium
Network Access	No external API calls	Low
File System Access	Read input files, write output files	Medium
Instruction Tampering	Standard prompt guidelines	Low
Data Exposure	Output files saved to workspace	Low

Security Checklist

• No hardcoded credentials or API keys
• No unauthorized file system access (../)
• Output does not expose sensitive information
• Prompt injection protections in place
• Input file paths validated (no ../ traversal)
• Output directory restricted to workspace
• Script execution in sandboxed environment
• Error messages sanitized (no stack traces exposed)
• Dependencies audited

Prerequisites

No additional Python packages required.

Evaluation Criteria

Success Metrics

• Successfully executes main functionality
• Output meets quality standards
• Handles edge cases gracefully
• Performance is acceptable

Test Cases

1. Basic Functionality: Standard input → Expected output
2. Edge Case: Invalid input → Graceful error handling
3. Performance: Large dataset → Acceptable processing time

Lifecycle Status

• Current Stage: Draft
• Next Review Date: 2026-03-06
• Known Issues: None
• Planned Improvements:
  • Performance optimization
  • Additional feature support