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Author Strategy Analysis (PubMed)

Reverse-engineers a researcher's publication strategy from PubMed into a CSV dataset, seven charts, and a strategy report.

Data & AnalyticsIntermediate★ 285⑂ 69AI score 8/10Last updated: Sep 6, 2026

What it does

  • Fetches an author's PubMed record via NCBI E-utilities and stores it as CSV.
  • Classifies each paper by study type (GBD, systematic review/meta-analysis, NHIS claims, national surveys, biobank, AI/ML, RCT, case report, letter).
  • Generates seven PNG charts (yearly stack, type pie, author position, journal-tier heatmap, topic distribution, growth curve, strategy ROI) plus analysis_report.md.
  • Offers an opt-in "trajectory archetype" classification (A1–A6) behind a mandatory disambiguation gate: candidate clusters by affiliation/year/ORCID must be reviewed and approved by you, and the manifest is hash-bound to the CSV.
  • Hard anti-hallucination rules: h-index, citations, and venue tiers are marked [VERIFY] and never invented; unclassifiable papers become "Other".

Who it's for

  • Graduate students, residents, and researchers in medicine, epidemiology, and public health.
  • Anyone benchmarking a mentor's or competitor's publication pattern.
  • Researchers deciding which study design to invest in next.

Usage examples

  1. "Analyze author Kim DK" → total output, growth trajectory, first/last-author rate, high-tier journal share.
  2. "Which meta-analysis topics are feasible with this professor?" → cross-references topic clusters to surface prioritized gaps.
  3. "Classify this author's career archetype" → confirm candidate clusters, then get scores, confidence bands, and evidence PMIDs.

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/Aperivue/medsci-skills/HEAD/skills/author-strategy/SKILL.md

What I want: (describe your task here)

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↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

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Install the skill I found on Claude Skill Mart.
Copy the skills/author-strategy folder from the GitHub repo Aperivue/medsci-skills into my ~/.claude/skills/author-strategy/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/Aperivue/medsci-skills.git && mkdir -p ~/.claude/skills && cp -r medsci-skills/skills/author-strategy ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Confirm Python 3.10+ is installed: python --version
  2. Install dependencies: pip install biopython pandas matplotlib seaborn pyyaml
  3. Clone the repo: git clone https://github.com/Aperivue/medsci-skills.git
  4. Copy the skill: mkdir -p ~/.claude/skills && cp -r medsci-skills/skills/author-strategy ~/.claude/skills/
  5. Restart Claude Code and ask for "author-strategy" or "analyze this author's publications".
  6. Have an email address ready — NCBI E-utilities requires it via the --email flag.
View source on GitHub ↗License: MIT