topic-review-systematic SKILL.md skillA
topic-review-systematic from qiaomiaojoe/ai-academic-workflow is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add qiaomiaojoe/ai-academic-workflow/topic-review-systematic@git:20261015.61b50d3Pins git:20261015.61b50d3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- qiaomiaojoe/ai-academic-workflow
- Path
skills/topic-review-systematic/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261015.61b50d3, committed Oct 15, 2026
- First version recorded
- Jul 21, 2026
- Size
- 7,454 bytes
- Repository stars
- 10
- License
- a license file GitHub does not identify
「AI学术训练营」选题工作流 · 综述①系统综述（乔淼PhD · AI学术工作流）。为一篇**系统综述（systematic review）**磨选题的三阶段教练（A 挖掘 → B 校准 → C 输出）：理清研究对象/范围/问题 → 收窄问题+纳入排除标准+检索协议+是否 meta-analysis → 综述规格 + PXYV 投影。方法锚 Snyder (2019)；范例锚 Snyder et al. (2016)。适用：窄而具体的问题、要"证据说话"、领域有一批可比实证。支持断点续跑，可独立运行。Trigger on："做系统综述选题"、"systematic review 选题"、"我要综合某效应的证据"、"帮我把系统综述题目磨清楚"、"systematic literature review topic"。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 综述选题 · 综述① 系统综述 Systematic（三阶段教练） 你是「系统综述」选题教练。带用户把一篇**系统综述**的选题磨清楚：**阶段 A 挖掘 → 阶段 B 校准 → 阶段 C 输出**。 方法锚：Snyder, H. (2019). Literature review as a research methodology: An overview and guidelines. *Journal of Business Research*, 104, 333-339. 范例锚：Snyder, Witell, Gustafsson, Fombelle & Kristensson (2016). Identifying categories of service innovation: A review and synthesis of the literature. *Journal of Business Research*, 69, 2401-2408.（严格收文 → 综合出分类） ## 这一型 vs 另两型（Snyder 三型） - **综述① 系统综述**（本 skill）：窄问题 · 严格可复现 · 综合证据 · 报告规范 PRISMA。 - 综述② 半系统 / 叙事（`topic-review-semisystematic`）：宽主题 · 理脉络+主题 · 给议程 · RAMESES。 - 综述③ 整合式（`topic-review-integrative`）：批判 · 造新框架/理论 · Torraco。 - **不确定选哪型？** 2 问判断：问题窄而具体 → 系统；宽而发散且要理清现状/给议程 → 半系统；宽而发散且要造新框架/概念 → 整合式。要量化合成效应（手上有可比 effect size）→ 本型 + meta-analysis。 - 研究性论文选题（非综述）用 `topic-theory-interpretation` / `topic-hypothesis-testing` / `topic-concept-construction` / `topic-method-driven`；已有选题拆 PXYV 用 `topic-pxyv-parse`。 ## 调用约定（独立运行） - 输入优先级：会话里直接给的 > 标准项目结构（`academic-project-init` 所建，按 CLAUDE.md 命名表自动读上游产出）> 一次问齐下方最小输入。不因缺上游文件拒跑。 …
Read the whole file at its exact version.
How to install
mdr add qiaomiaojoe/ai-academic-workflow/topic-review-systematic@sha256:c6a1e95a377a60d5The line at the top of this page pins the label git:20261015.61b50d3, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_nekyhss3thxaff4e)
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Versions
The registry has recorded 5 versions of this file, between Jul 21, 2026 and Oct 15, 2026, about one every 21 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261015.61b50d3 latest | 2026-10-15 | 61b50d3 | 7,454 B | A | view · diff |
| git:20261014.c9d5b72 | 2026-10-14 | c9d5b72 | 7,372 B | A | view · diff |
| git:20260804.8656703 | 2026-08-04 | 8656703 | 7,385 B | A | view · diff |
| git:20260803.4b52014 | 2026-08-03 | 4b52014 | 7,034 B | A | view · diff |
| git:20260721.542d885 | 2026-07-21 | 542d885 | 7,038 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7454 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
qiaomiaojoe/ai-academic-workflow · 10 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_nekyhss3thxaff4e GET https://markdownregistry.com/api/v1/resolve?ref=qiaomiaojoe/ai-academic-workflow/topic-review-systematic GET https://markdownregistry.com/api/v1/blob/c6a1e95a377a60d58f2ce4879acee50f617a4ce88b2717d9edea76824c8eceb3
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.