Agent skill

Jhe Replication Package

by brycewang-stanford in brycewang-stanford/Awesome-Journal-Skills

A skill your agent uses when assembling the data, code, and access documentation for a Journal of Health Economics (JHE) manuscript — where much health data is restricted (claims, administrative…

MITAuto-check passedResearch & Science

Install Jhe Replication Package

skills CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jhe-replication-package -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Awesome-Journal-Skills jhe-replication-package --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/brycewang-stanford/Awesome-Journal-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/Journal-of-Health-Economics-Skills/skills/jhe-replication-package .claude/skills/jhe-replication-package && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
jhe-replication-package
GitHub stars
1.2k
Token cost
~1.9k tokens
SKILL.md length
967 words
Files
1
Skills in repo
2,387
Repo updated
First seen
Licence
MIT

At a glance

A skill your agent uses when assembling the data, code, and access documentation for a Journal of Health Economics (JHE) manuscript — where much health data is restricted (claims, administrative…

  • Works in 6 steps: Data Availability Statement, honest and… → Share the code regardless of data… → Pin the environment. Software versions,… → …
  • Assembling the data
  • SKILL.md covers When to trigger, What JHE actually requires…, Build the package around the… and Documentation that earns trust, plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Jhe Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data, code, and access documentation for a Journal of Health Economics (JHE) manuscript — where much health data is restricted (claims, administrative, EHR) and the journal's policy encourages rather than mandates deposit. Packages reproducibility and a credible restricted-data access path; it does not run the analysis.

Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Research & Science, covering Econometrics and empirical research, Health and fitness tracking and Clinical and healthcare research. The repository describes itself as: Journal-specific Claude Code/Codex skill packs covering mainstream journals — AER, QJE, Nature, Cell, 管理世界, 经济研究 & 200+ more — your fast track to getting published. | 覆盖主流期刊的… The licence is MIT.

When your agent uses it

  • Assembling the data
  • Access documentation for a Journal of Health Economics (JHE) manuscript — where much health data is restricted (claims
  • EHR) and the journals policy encourages rather than mandates deposit

Example prompts

  • “/jhe-replication-package”

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Data Availability Statement, honest and specific. Name the data, the holder, the access mechanism, and the realistic path/cost/wait — not…
  2. Share the code regardless of data access. Cleaning, construction, and analysis scripts in run order, with a master script and a manifest…
  3. Pin the environment. Software versions, packages, seeds; for skewed-spending estimators (two-part, GLM) state the exact implementation so…
  4. Separate construction from analysis so a reader with the same DUA can rebuild the analysis sample.
  5. Respect privacy in the package itself. No re-identifiable cells, small-cell suppression honored, no PHI in logs or example outputs.
  6. Map every table and figure to its script so the reproduction is auditable exhibit by exhibit.

What it can do on your machine

Read from SKILL.md and the folder at commit 932eb23. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Jhe Replication Package loads about 1.9k tokens when it runs. Until then it costs about 92 tokens; SKILL.md has 967 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~92
When it runs · the whole SKILL.md, loaded when a task matches
~1.9k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from brycewang-stanford/Awesome-Journal-Skills at commit 932eb23, republished under its MIT licence (© brycewang-stanford). 967 words, ~1,943 tokens.

Download SKILL.mdSave it as .claude/skills/jhe-replication-package/SKILL.md (or your agent's skills folder).
name
jhe-replication-package
description
Use when assembling the data, code, and access documentation for a Journal of Health Economics (JHE) manuscript — where much health data is restricted (claims, administrative, EHR) and the journal's policy encourages rather than mandates deposit. Packages reproducibility and a credible restricted-data access path; it does not run the analysis.

Replication Package (jhe-replication-package)

When to trigger

  • The analysis uses restricted health data (Medicare/Medicaid claims, hospital discharge, EHR, registry, survey-linked admin) and you must document an access path
  • A Data Availability Statement and code package need assembling for submission
  • A referee or editor asks whether the results are reproducible despite data being non-public
  • You are deciding what can be deposited publicly versus what stays behind a Data Use Agreement / IRB

What JHE actually requires (and what it does not)

JHE follows the Elsevier Research Data policy: authors are encouraged to deposit data in a repository and to state data availability at submission — this is not the AEA's mandatory pre-publication openICPSR build-and-verify gate (检索于 2026-06;以官网为准). That softer baseline is precisely why credibility here rests on how well you document the path to reproduction, not on a public dataset that often cannot exist. The health-economics reality is that most rich data is restricted by privacy law (HIPAA), Data Use Agreements, and IRB. The professional standard JHE referees increasingly expect: code is shareable even when data is not, the Data Availability Statement is honest and specific, and another researcher could in principle obtain the same data and re-run the code.

Build the package around the data's access tier

Data tierWhat to depositWhat to document
Public (NHANES, BRFSS, MEPS public-use)data + code + README; aim for a one-command rebuildexact extract/version, vintage, derivation code
Restricted but obtainable (CMS VRDC, state HCUP/SID, claims via DUA)code + full DAS; synthetic or simulated extract if licensing allowsthe application process, DUA terms, cost, approximate wait, contact
IRB / enclave-only (EHR, linked admin, secure enclave)code + access protocol; results-only outputsIRB approval, enclave rules, what can leave the enclave

Documentation that earns trust

  1. Data Availability Statement, honest and specific. Name the data, the holder, the access mechanism, and the realistic path/cost/wait — not "available on request" with no detail.
  2. Share the code regardless of data access. Cleaning, construction, and analysis scripts in run order, with a master script and a manifest mapping each exhibit to the code that makes it.
  3. Pin the environment. Software versions, packages, seeds; for skewed-spending estimators (two-part, GLM) state the exact implementation so results are reproducible.
  4. Separate construction from analysis so a reader with the same DUA can rebuild the analysis sample.
  5. Respect privacy in the package itself. No re-identifiable cells, small-cell suppression honored, no PHI in logs or example outputs.
  6. Map every table and figure to its script so the reproduction is auditable exhibit by exhibit.

Checklist

  • Data Availability Statement names the data, holder, access mechanism, and realistic path/cost/wait
  • Code shared even though data is restricted; master script + exhibit-to-code manifest present
  • Environment pinned (versions, packages, seeds); skew/zero estimators reproducible
  • Construction code separated from analysis code; sample-build documented
  • Privacy honored: small-cell suppression, no PHI in code/logs/outputs
  • Public-data portions are genuinely one-command reproducible
  • DUA / IRB constraints stated so a referee understands what cannot be posted

Why this matters more at JHE than at the AEA journals

Because JHE only encourages deposit rather than running a mandatory pre-publication build-and-verify, the burden of credibility shifts onto the author. There is no Data Editor who will catch a broken pipeline before publication, which cuts both ways: less friction at acceptance, but a higher reputational cost if a reader later cannot reproduce your work from the materials you provided. Treat the package as your own quality control — a colleague should be able to run the public portions today and, with the documented access path, rebuild the restricted portions later. That standard, not the letter of the policy, is what protects the paper.

Show full SKILL.md (370 more words)Show less

Anti-patterns

  • "Data available on request" with no holder, mechanism, cost, or wait time
  • Refusing to share code because the data is restricted (code is almost always shareable)
  • A package that silently leaks small cells or PHI into logs or example outputs
  • Unpinned environment so the skewed-spending estimator cannot be reproduced
  • No mapping from exhibits to scripts, so reproduction is unauditable
  • Treating the encouraged Elsevier policy as "nothing required" and shipping no DAS

Common restricted health-data sources and their access reality

Name the holder and mechanism precisely; "available on request" is not a path. Typical JHE data and how to describe access:

  • CMS Medicare/Medicaid claims (VRDC / ResDAC) — application + DUA, fees, multi-month wait, virtual enclave with output review.
  • HCUP / state inpatient & ED databases (SID/SEDD) — purchase + DUA per state; describe the state and vintage.
  • EHR / hospital-system data — institutional DUA + IRB; often enclave-only; state what can leave.
  • Linked administrative / register data (e.g., Scandinavian registers) — national-statistics-agency application; remote-access servers; long lead times.
  • Public-use surveys (NHANES, MEPS, BRFSS, NHIS) — public; here a one-command rebuild from the cited extract is expected, so do it.

The DAS should let a reader estimate the cost, time, and eligibility to obtain the same data — that is what substitutes for a public deposit at JHE.

Worked vignette (illustrative)

A paper uses 100% Medicare claims through the CMS VRDC enclave; the data cannot be deposited. A weak package says "data available from CMS." The JHE-credible package: a DAS naming the VRDC, the DUA application path, the approximate fee and multi-month wait, and the enclave's output-review rules; the full cleaning/construction/analysis code with a master script and a manifest mapping Tables 1–5 and Figures 1–3 to scripts; a pinned software environment with seeds; and a small simulated extract (structure only, no real records) so a reader can dry-run the code before obtaining access. Reproduction is now a documented, auditable path despite zero public data.

Output format

text
【Journal】Journal of Health Economics
【Skill】jhe-replication-package
【Data tier】public / restricted-obtainable / IRB-enclave
【DAS】names data, holder, mechanism, cost/wait? [Y/N]
【Code】shared + master script + exhibit-to-code manifest? [Y/N]
【Environment】versions/packages/seeds pinned? [Y/N]
【Privacy】small-cell suppression, no PHI in package? [Y/N]
【Policy note】Elsevier "encouraged" deposit (检索于 2026-06;以官网为准)
【Next skill】jhe-referee-strategy

Handoff boundary

This skill assembles and documents the data/code package and the Data Availability Statement; it does not run or re-run the analysis. Build it once the exhibits are stable (after jhe-tables-figures / jhe-robustness) so the exhibit-to-code manifest does not drift. When the package is honest and auditable, hand off to jhe-referee-strategy to pre-empt the reproducibility objection before submission.

© brycewang-stanford, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in Journal-of-Health-Economics-Skills/skills/jhe-replication-package of brycewang-stanford/Awesome-Journal-Skills.

Open the folder on GitHubat commit 932eb23

Compare with similar skills

Jhe Replication Package next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Jhe Replication Package compared with similar skills
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Jhe Replication Package this skillbrycewang-stanford/Awesome-Journal-Skills1.2k—~1.9kAutomated safety check: PassMIT
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Hypogenicdavila7/claude-code-templates32k10 repos~5.4kAutomated safety check: PassMIT
PacsomaticK-Dense-AI/scientific-agent-skills48k1 repos~1.6kAutomated safety check: PassMIT
Replication Packagepedrohcgs/claude-code-my-workflow1.7k—~2.8kAutomated safety check: NotesMIT
Audit Reproducibilitypedrohcgs/claude-code-my-workflow1.7k—~6.4kAutomated safety check: NotesMIT

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Questions about Jhe Replication Package

What does Jhe Replication Package do?

A skill your agent uses when assembling the data, code, and access documentation for a Journal of Health Economics (JHE) manuscript — where much health data is restricted (claims, administrative…. Jhe Replication Package is an agent skill from brycewang-stanford/Awesome-Journal-Skills. Use when assembling the data, code, and access documentation for a Journal of Health Economics (JHE) manuscript — where much health data is restricted (claims, administrative, EHR) and the journal's policy encourages rather than mandates deposit.

When should I use Jhe Replication Package?

Jhe Replication Package fits situations like: assembling the data; access documentation for a Journal of Health Economics (JHE) manuscript — where much health data is restricted (claims; EHR) and the journals policy encourages rather than mandates deposit.

How do I install Jhe Replication Package in Claude Code?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jhe-replication-package -a claude-code`. Or copy the skill folder (Journal-of-Health-Economics-Skills/skills/jhe-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .claude/skills/jhe-replication-package in your project. Claude Code loads it when a task matches its description.

How do I install Jhe Replication Package in Codex?

Run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jhe-replication-package -a codex`. Or copy the skill folder (Journal-of-Health-Economics-Skills/skills/jhe-replication-package in brycewang-stanford/Awesome-Journal-Skills) into .agents/skills/jhe-replication-package in your project. Codex loads it when a task matches its description.

Can I use Jhe Replication Package in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add brycewang-stanford/Awesome-Journal-Skills --skill jhe-replication-package -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/jhe-replication-package, .gemini/skills/jhe-replication-package, .github/skills/jhe-replication-package and .opencode/skills/jhe-replication-package in your project.

What does Jhe Replication Package need to run?

SKILL.md names no scripts, command-line tools or credentials: Jhe Replication Package is instructions for the agent only.

Does Jhe Replication Package access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Jhe Replication Package safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Jhe Replication Package use?

Jhe Replication Package is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Jhe Replication Package use?

About 1.9k tokens (SKILL.md is roughly 7.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Jhe Replication Package?

Skills that share tags, products or a category with Jhe Replication Package: CHARLS Paper Reproduction Guide (xjtulyc/MedgeClaw, 617 stars), Hypogenic (davila7/claude-code-templates, 32k stars), Pacsomatic (K-Dense-AI/scientific-agent-skills, 48k stars) and Replication Package (pedrohcgs/claude-code-my-workflow, 1.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Jhe Replication Package?

brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Awesome-Journal-Skills, which has 1,228 GitHub stars. The repository holds 2,387 skills in this directory. The repository was last updated on September 27, 2026.

Source: brycewang-stanford/Awesome-Journal-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.