Individual skill

author-strategy

Use when analyzing a researcher's publication record from PubMed. Fetches an author's papers, classifies study types and author position, charts the patterns and writes a strategy report, with an optional trajectory-archetype classification. Works from PubMed metadata only.

skills/author-strategy/SKILL.md

Read pinned source

Source commit cc462bc2069064b557c2fea12a1f83ed1fe67f66

What was checked

Matches the observed repository HEAD: Yes
Scanner rules are current: Yes
Repository scan complete: No
Skill scan complete: No
Observed behavior: Network or broad shell
Last checked: Nov 11, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings): 376
Repository last updated: Nov 10, 2026
License: MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

biostatistics Repository topic
claude-code Repository topic
claude-skills Repository topic
clinical-research Repository topic
diagnostic-accuracy Repository topic
literature-review Repository topic
manuscript Repository topic
medical-ai Repository topic
medical-research Repository topic
meta-analysis Repository topic
engineering Derived category

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files

SKILL.mdcore · 8,016 bytes
SKILL.mdcore · 8,016 bytes
SKILL.mdcore · 8,016 bytes
SKILL.mdcore · 8,016 bytes
SKILL.mdcore · 8,016 bytes
SKILL.mdcore · 8,016 bytes
SKILL.mdcore · 8,016 bytes
SKILL.mdcore · 8,016 bytes
analyze_patterns.pyruns · 13,458 bytes
classify_archetypes.pyruns · 21,834 bytes
fetch_pubmed.pyruns · 10,977 bytes
pubmed_parse.pyruns · 16,031 bytes
references/trajectory_archetypes.mddoc · 9,021 bytes
references/trajectory_archetypes.yamlasset · 16,929 bytes
render_archetype_doc.pyruns · 7,336 bytes
skill.ymlasset · 1,892 bytes
tests/fixtures/sample_corpus.csvasset · 732 bytes
tests/fixtures/two_samesurname_authors.xmlasset · 1,841 bytes
tests/test_archetype_classifier.shruns · 21,593 bytes

Read excerpt


# /author-strategy — PubMed Author Strategy Analysis

Work from PubMed metadata and the title/abstract text already fetched — nothing else. Do not
retrieve full text, follow external links, or resolve preprints. Signals that need citations,
citation half-life, venue-impact tier, repository/preprint links, or corresponding-author role are
`unavailable` and surface as `[VERIFY]` — never inferred.

## Prerequisites

- Python 3.10+ with `biopython`, `pandas`, `matplotlib`, `seaborn`, and `pyyaml` (PyYAML is required by the archetype classifier and the rubric renderer)
- Scripts: `${CLAUDE_SKILL_DIR}/fetch_pubmed.py`, `${CLAUDE_SKILL_DIR}/analyze_patterns.py`, `${CLAUDE_SKILL_DIR}/pubmed_parse.py` (stdlib parser), `${CLAUDE_SKILL_DIR}/classify_archetypes.py`, `${CLAUDE_SKILL_DIR}/render_archetype_doc.py`
- Rubric: `${CLAUDE_SKILL_DIR}/references/trajectory_archetypes.yaml` (canonical) and `${CLAUDE_SKILL_DIR}/references/trajectory_archetypes.md` (generated)

## Workflow