aaai-artifact-evaluati…
Use when packaging AAAI code, data, multimedia appendices, technical appendices, reproducibility evidence, and post-acceptance…
Use when systematically gathering, coding, and synthesizing a management/organization literature for an Academy of Management Annals (Annals) review — the search-and-coverage methodology and the choice of narrative vs. systematic vs. bibliometric integration. Builds the corpus
Claude Code
$ npx -y skills add brycewang-stanford/Awesome-Journal-Skills --skill amann-literature-synthesis --agent claude-code
Codex
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amann-literature-synthesis -a codex -y
Cursor
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amann-literature-synthesis -a cursor -y
Gemini CLI
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amann-literature-synthesis -a gemini-cli -y
GitHub Copilot
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amann-literature-synthesis -a github-copilot -y
OpenCode
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amann-literature-synthesis -a opencode -y
Windsurf
$ npx skills add brycewang-stanford/Awesome-Journal-Skills --skill amann-literature-synthesis -a windsurf -y
name: amann-literature-synthesis description: Use when systematically gathering, coding, and synthesizing a management/organization literature for an Academy of Management Annals (Annals) review — the search-and-coverage methodology and the choice of narrative vs. systematic vs. bibliometric integration. Builds the corpus and synthesis notes; it does not impose the organizing spine (amann-organizing-framework) or write prose.
The folder name says "data analysis," but an Annals review reports **no data of its own**. Your "analysis" is the **systematic appraisal and integration of a literature**. The credibility of the whole review rests on the reader's belief that you read **everything that matters** and coded it consistently. Build coverage as a transparent process, not from memory.
| Method | What it does | Best when | |--------|--------------|-----------| | **Narrative / integrative review** | reads, interprets, and reorganizes the literature into a new framework | the contribution is conceptual integration (Annals' core mode) | | **Systematic review** | a pre-specified, reproducible search-and-screen protocol; transparent inclusion | the field is large and you must prove comprehensive, unbiased coverage | | **Bibliometric / meta-analytic** | co-citation, co-word, or quantitative effect-size synthesis | the contribution is structural (intellectual map) or a cumulative magnitude estimate |
Most Annals reviews are **integrative narrative** with a **systematic backbone**: a transparent search establishes coverage, and the narrative does the reorganizing. Bibliometrics can *support* the framework but rarely replaces the interpretive contribution.
1. **Seed set.** Start from the proposal's key references and the field's canonical pieces. 2. **Transparent search.** Search the major databases (Web of Science, Scopus, EBSCO/Business Source, Google Scholar) by topic keywords; record terms, databases, dates, and counts so the "Review scope and process" claims are auditable. 3. **Forward + backward snowball.** Backward: each paper's reference list. Forward: who cites the seeds. Iterate until new searches stop turning up unseen important work (*saturation*). 4. **Inclusion / exclusion logic, stated.** Define what is in and out (time window, journal tier, theoretical vs. empirical, allied fields) and apply it consistently — referees ask "why did you omit X?" 5. **Working papers + adjacent literatures.** A current review must reach recent work and the bordering fields (organizational psychology, sociology) the literature draws on, or it reads stale or siloed. 6. **Saturation log.** Record when each search stopped yielding new must-cite work — this is your evidence of comprehensiveness for `amann-evidence-standards` and the referees.
Summarizing restates each paper; **synthesizing** makes papers *talk to each other*. Code the corpus as you read:
| Column | What to capture | |--------|-----------------| | Study | author–year; the contribution you cite it for | | Construct / question | exactly what it theorizes or measures (so incommensurable work is not pooled) | | Theory base | the lens it uses (so you can map streams and detect silos) | | Method / context | design, sample, setting (so you can weight credibility) | | Finding / claim | direction + magnitude or the conceptual move | | Tension | which work it agrees/conflicts with, and *why* |
This matrix feeds the organizing framework, the synthesis tables, and the even-handed treatment of debates. You **appraise** the studies (you are the field's reviewer-of-record); you do **not** re-run or "correct" them.
【Method】narrative-integrative / systematic / bibliometric — and why 【Seed set】<canonical + proposal references> 【Search record】terms / databases / dates / counts logged? Y/N 【Snowball】backward+forward iterated to saturation? Y/N 【Inclusion logic】stated and consistently applied? Y/N 【Frontier + adjacency】recent WPs + bordering fields included? Y/N 【Saturation evidence】<where searches stopped yielding new must
Stanford REAP × CoPaper.AI · 由斯坦福实证方法论团队精选与维护 访问 copaper.ai 微信:CoPaper.AI 按 11 个主流学科板块覆盖 经管与商科 社会科学 人文学科 数学与物理科学 生命科学 医学与健康 工程与技术 计算机科学与 AI 体育科学 点击任一学科名可跳转到对应说明;每类下的代表子领域在正文总览中完整列出。下方封面墙按 venue 导航,完整分类见覆盖一览。 🧭 布局指南 · 📚 Skill Pack 一览 · ⚡ 如何使用 · 🧪 自动实证
Use when packaging AAAI code, data, multimedia appendices, technical appendices, reproducibility evidence, and post-acceptance…
Use when drafting an AAAI author response (rebuttal) under the single short character-limited author-feedback window, the no-URL…
Use when preparing an accepted AAAI paper for camera-ready source submission to AAAI Press, including proceedings page limits,…
Use when designing or auditing AAAI experiments for the broad-AI program committee, including baselines, ablations, statistical…
Use when positioning an AAAI paper's novelty against archival work, contemporaneous arXiv or workshop papers, and…
Use when strengthening an AAAI paper's reproducibility checklist (placed after references), experimental traceability, seed and…
Activates when the user asks about AI prompts, needs prompt templates, wants to search for prompts, or mentions prompts.chat. Use…
AI-driven presentation workflow for generating editable PPTX decks and slides, reconstructing page visuals, creating reusable…
Use this skill when the user wants a .pptx with smooth cross-slide animation — PowerPoint Morph transitions, Keynote-style…
Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to…