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摘要写作（cre-abstract） · brycewang-stanford | DecimalAI

documentationby brycewang-stanford

摘要写作（cre-abstract）

brycewang-stanford/cre-abstract

Source brycewang-stanford/awesome-journal-skills ↗License MIT

Use when drafting or revising the 中文摘要 or 英文 abstract for a 《中国农村经济》(China Rural Economy, CRE) manuscript — the CSSCI 权威三农期刊 run by 中国社会科学院农村发展研究所. 当摘要写成"为乡村振兴提供新视角"式套话、缺核心数据 / 识别策略 / 量化发现、或中英文语义不对齐时使用。Enforces the five-sentence pattern, requires quantified household-survey findings (CHIP / CFPS / CLDS / CRRS), and forbids empty-significance phrases.

SkillScore95Maintained

Automatic

Writing & Editing pack

Last verified 8/31/2026

What it changes

Passed 21 of 22 test cases with the skill, and 12 of 22 without it.

Without skill55%

With skill95%

Checks it passed that the model alone missed

Marks data naming status as present in 【数据点名】.
Marks quantitative findings as present in 【量化结果】.
Recommends cre-style or cre-submission under 【下一步】.

and 13 more in the full report

9 fixed12 passed either way1 still failing0 broke

Pass-rate lift: +41 pp
Tokens: +77%
Agent turns: 0%
Response time: -8%

Model gemini-3.6-flashMeasured 8/31/2026v121 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-cre-abstract/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cre-abstract/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-cre-abstract, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/brycewang-stanford-cre-abstract/ and pins it in .decimal/skills.lock

decimalai skills add brycewang-stanford-cre-abstract

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/brycewang-stanford-cre-abstract/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cre-abstract/SKILL.md

Raw file: /s/brycewang-stanford-cre-abstract/SKILL.md ↗ · machine-readable summary at /s/brycewang-stanford-cre-abstract.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

我的农经论文摘要修改完成后，我还需要调整论文正文的插图、表格格式和文献引用格式，诊断结论中的下一步建议应当推荐哪个指令？

What was checked, without and with the skill
Checked	Without skill	With skill
Specifies cre-style as the recommended next step under 【下一步】.	Missed	Passed

case-16 · gemini-3.6-flash · 8/31/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md108 linessingle file

摘要写作（cre-abstract）

触发时机

摘要写成了一段"为乡村振兴提供了新的视角"式套话
摘要里没出现核心数据 / 识别策略 / 量化发现
英文摘要与中文摘要语义不对齐
投稿前发现摘要超出 / 不足官网规定字数（具体字数请到官网"投稿须知"核对当年要求）

中文摘要五句法

句	任务
第 1 句	研究背景与问题：一句话点明现实的三农问题（落到农业 / 农村 / 农户）
第 2 句	数据与方法：什么调查数据（CFPS / CHFS / CLDS / 固定观察点等）、什么识别策略
第 3 句	核心发现：用了什么 → 发现了什么（数字 + 方向）
第 4 句	机制 / 异质性与边界：通过什么农户机制实现，在哪类农户 / 地区上更强
第 5 句	贡献与启示：为什么这个发现对乡村振兴 / 农村政策重要（意义层，不写"应该 XX"）

范例

农户参与合作社能否真正增收，是评估新型农业经营主体政策效果的关键问题。本文基于 2014—2020 年中国家庭追踪调查（CFPS）农村样本，利用合作社设立的政策时点构造工具变量，缓解农户入社的自选择内生性。研究发现：参与合作社使农户农业经营收入显著提高约 X%，主要通过提升农产品销售价格和降低生产资料采购成本两条机制实现；该效应在土地经营规模较小、原本市场议价能力较弱的农户中更为明显。本文为通过培育新型经营主体促进小农户与现代农业有机衔接提供了微观证据。

英文摘要

英文摘要不是中文逐句翻译。结构调整为：

Background & question（1–2 句，点明 rural / agricultural 问题）
Data & method（1 句，点名 household survey 与识别策略）
Main findings（2–3 句，必须出现量化结果）
Mechanism / heterogeneity（1–2 句）
Contribution（1 句，置于末尾，避免 "this paper has important policy implications"）

自检清单

一句话点明核心三农研究问题
说明使用了什么调查数据和识别策略
核心发现给出具体方向 + 量化（不是"显著影响"四个字了事）
体现农户层面的机制 / 异质性
体现文章的独特贡献，呼应乡村振兴 / 农村政策

Track record

Benchmark

21 / 22

test cases passed, vs 12 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/10/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

brycewang-stanford / awesome-journal-skills

China-Rural-Economy-Skills/skills/cre-abstract/SKILL.md

View on GitHub ↗

License MITImported 8/10/2026Version v1

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See it in action

What's inside

摘要写作（cre-abstract）

触发时机

中文摘要五句法

范例

英文摘要

自检清单

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills