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medical-stat-gee

medical-stat-gee is a skill for Claude Code, Codex from LeiGao0203/R-Medical-Statistics-Skills. It costs 129 tokens per session (4,451 once invoked), scanned A, original, no licence file.

A workflow for generalized estimating equations (GEE), a method for analyzing repeated measurements or observations grouped within subjects. It estimates average effects across a population while accounting for within-group correlation.

In plain words
What is it for?
Use it for longitudinal studies with continuous or categorical outcomes and for choosing a working correlation structure in R.
Why use it?
It handles the fact that measurements from the same person or cluster are related, so ordinary methods do not treat them as independent.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 14repo 3mo ago A scan 129 tokens custom licence

Good fit Use it for longitudinal studies with continuous or categorical outcomes and for choosing a working correlation structure in R.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/leigao0203/r-medical-statistics-skills/gee
View source ↗ LeiGao0203/R-Medical-Statistics-Skills
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add LeiGao0203/R-Medical-Statistics-Skills --skill gee
Clone the repo
git clone --depth 1 https://github.com/LeiGao0203/R-Medical-Statistics-Skills

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for medical-stat-gee

README.md
[![agentmods](https://agentmods.dev/badge/skills/leigao0203/r-medical-statistics-skills/gee/github.svg)](https://agentmods.dev/skills/leigao0203/r-medical-statistics-skills/gee)
Your own site
<a href="https://agentmods.dev/skills/leigao0203/r-medical-statistics-skills/gee"><img src="https://agentmods.dev/badge/skills/leigao0203/r-medical-statistics-skills/gee/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for medical-stat-gee

Your own site · 80×15
<a href="https://agentmods.dev/skills/leigao0203/r-medical-statistics-skills/gee"><img src="https://agentmods.dev/badge/skills/leigao0203/r-medical-statistics-skills/gee.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 129 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,451 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00129 $0.04451
Opus 5.5 $0.00052 $0.01780
Sonnet 5.5 $0.00026 $0.00890
Haiku 4.5 $0.00013 $0.00445

Measured 2mo ago against content hash de6fa8f427bd, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

medical-stat-gee scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

advanced-stats/gee/SKILL.md · 290 lines

The source is not reproduced here

A licence we could not identify

The repository carries a LICENSE file, but it is custom or dual enough that GitHub cannot name it and neither can this catalogue. Unknown terms are not permission, so the body is not copied here. Read the licence at the source and decide for yourself.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 290 lines · 129 tokens per session scan A de6fa8f427bd

Subscribe to this mod's changes

medical-stat-gee is a skill published in the GitHub repository LeiGao0203/R-Medical-Statistics-Skills (14 stars, last pushed 3mo ago), with no licence file. It adds 129 tokens to every session and 4,451 once invoked, about $0.0005 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Scientific
Related

medical-stat-gee compared with skills from other repositories

medical-stat-gee next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
medical-stat-geeLeiGao0203/R-Medical-Statistics-SkillsSkill143mo agononeA129Claude Code, Codex
instrument-data-to-allotropeanthropics/knowledge-work-pluginsSkill35k2d agoApache-2.0A123Claude Code
exploratory-data-analysisK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA83Claude Code
matlabK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA44Claude Code
phylogeneticsK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA71Claude Code, Codex
research-engineerdavila7/claude-code-templatesSkill33kyesterdayMITA43Claude Code, Codex
mapping-to-snomedmaziyarpanahi/openmedSkill5.8kyesterdayApache-2.0A205Claude Code