scientific-impact-assessment
Installation
SKILL.md
Scientific Impact Assessment
Use this skill to measure the reach of a paper with citation, attention, and journal-level context.
Instructions
- Prefer a DOI or OpenAlex work ID as input.
- If you only have a title, use
/crossref-lookupfirst to resolve a DOI before running this skill.
- If you only have a title, use
- Use the bundled CLI:
- In this repository:
skills/scientific-impact-assessment/scripts/measure-impact - After installation:
~/.agents/skills/scientific-impact-assessment/scripts/measure-impact
- In this repository:
- OpenAlex is the default source for paper-level citation data.
- The CLI retrieves
cited_by_count, publication year, journal/source name, and citation history from OpenAlex.
- The CLI retrieves
- Altmetric is optional and should be treated as conditional enrichment.
- Current Altmetric documentation says an API key is required for Details Page API access.
- If
ALTMETRIC_API_KEYis not available, the CLI should report Altmetric as unavailable instead of failing.
- Journal-level impact factors come from the curated references table in
references/journal_metrics_2024.tsv.- These are curated public web values, mostly from official publisher pages.
- The
Sciencerow uses a labeled third-party fallback because no public official AAAS JIF page was located during skill creation on March 19, 2026.
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