Agent Skillsbrycewang-stanford/Awesome-Journal-Skills › cscw-artifact-evaluation

cscw-artifact-evaluation

GitHub

指导CSCW论文作者打包和发布研究工件(代码、数据、工具等),重点在于通过匿名化、合成数据和伦理审查来保护被研究社区隐私,防止再识别风险。

CSCW-Skills/skills/cscw-artifact-evaluation/SKILL.md brycewang-stanford/Awesome-Journal-Skills

Trigger Scenarios

准备CSCW论文的补充材料或开源仓库 处理包含真实用户数据的研究报告发布 评估研究数据的匿名化和脱敏策略

Install

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cscw-artifact-evaluation -g -y
More Options

Non-standard path

npx skills add https://github.com/brycewang-stanford/Awesome-Journal-Skills/tree/main/CSCW-Skills/skills/cscw-artifact-evaluation -g -y

Use without installing

npx skills use brycewang-stanford/Awesome-Journal-Skills@cscw-artifact-evaluation

指定 Agent (Claude Code)

npx skills add brycewang-stanford/Awesome-Journal-Skills --skill cscw-artifact-evaluation -a claude-code -g -y

安装 repo 全部 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --all -g -y

预览 repo 内 skill

npx skills add brycewang-stanford/Awesome-Journal-Skills --list

SKILL.md

Frontmatter
{
    "name": "cscw-artifact-evaluation",
    "description": "Use when packaging what stands behind a CSCW paper — systems, analysis pipelines, codebooks, instruments, datasets from real communities — for review-time scrutiny and post-acceptance release, where community-data ethics constrain release more than any badge checklist."
}

CSCW Artifact Packaging

CSCW has no artifact-evaluation committee stamping badges; the "evaluators" of your artifacts are the reviewers deciding whether to trust your methods, and later the researchers and the studied communities themselves who encounter the released materials. That second audience is the venue's distinctive constraint: a CSCW artifact release is an act with consequences for real people who never signed your consent form.

Artifact classes and their release logic

Artifact Review-time form Post-acceptance form Governing constraint
Study instruments (guides, surveys) Anonymized in supplement Public archive Institution redaction only
Codebooks Anonymized in supplement Public archive Paraphrased exemplars only
Analysis code Anonymized archive Public repository + DOI archive Strip identity from history
Built systems / prototypes Screenshots/video + code where feasible Open source if maintainable Third-party assets, API keys
Trace datasets Aggregates or synthetic sample Aggregates; raw only if terms + ethics allow Platform ToS + re-identification risk
Interview/field data Never Almost never Consent scope is absolute

The community re-identification test

Before releasing any dataset or exemplar text derived from an online community, run the adversary exercise — assume a motivated actor (a journalist, a harasser, a platform admin, a community member with a grudge):

  1. Quote search: can any released text snippet be pasted into a search engine and land on the original post? If yes, paraphrase or drop it.
  2. Join attack: can released fields (timestamps + community + activity counts) be joined against public APIs or archives to recover usernames? Coarsen until the join fails.
  3. Small-population exposure: would identifying the community (not any member) expose it to raids, deplatforming, or press attention it has not chosen? If the community is small or marginalized, community-level anonymity is part of the ethical contract — name it only with its agreement.
  4. Future-context check: platforms change hands and moderation regimes change; would this release be safe under a hostile future owner of the platform's data?

Document the outcome in a short release memo; it becomes the honest core of the paper's data-availability statement (cscw-reproducibility).

Minimum viable released package

release/
├── README.md            # what claims each artifact supports; setup in ≤ 5 steps
├── LICENSE              # code license + data terms, which may differ
├── instruments/         # guides, surveys, recruitment text (redacted)
├── codebook/            # definitions + paraphrased exemplars
├── pipeline/            # collection + analysis code, config, environment spec
├── data/
│   ├── aggregates/      # tables behind each figure
│   └── synthetic/       # optional: structure-preserving fake sample
└── ETHICS.md            # consent scope, what is withheld and WHY, contact path

ETHICS.md is the CSCW-specific file: it tells reusers what they may not do (re-identify, recontact, join against other datasets) and why the withheld parts are withheld. A release that explains its own limits earns more trust than a maximal dump.

Review-time discipline

  • Everything reviewers can open must be anonymous — including git metadata, archive paths, and hosting URLs (use anonymized repository services, not a lab server whose domain resolves the institution).
  • Never put decision-critical evidence only in the artifact; the paper must stand if a reviewer opens nothing.
  • Keep the review package and the eventual public release as separate builds from one source tree; the deanonymization diff at acceptance should be mechanical (cscw-camera-ready).

Release audit

[Claims map]     each artifact → the claim it supports (no orphan uploads)
[Adversary test] quote-search / join / community-exposure / future-context: pass?
[Consent gate]   every released item inside consent + ToS scope? y/n
[Two builds]     review build anonymous; release build attributed; same tree? y/n
[ETHICS.md]      withholdings explained, reuse limits stated? y/n

No CSCW badge program existed at the 2026-07-08 check; if one appears in a future cycle, its checklist supplements — never replaces — the community-protection tests above.

Version History

  • 9f86f09 Current 2026-07-19 14:41

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Metadata

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Version
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2026-07-19 14:41

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