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语言风格（cre-style） · brycewang-stanford | DecimalAI

documentationby brycewang-stanford

语言风格（cre-style）

brycewang-stanford/cre-style

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

Use when polishing the language and rhetoric of a 《中国农村经济》 manuscript — eliminating empty-significance phrases, fixing the "加强完善推进" policy formula, replacing method-flexing with household mechanism, and aligning tense / person / hedging with CSSCI house style. 本技能服务于《中国农村经济》(China Rural Economy, CRE)。

SkillScore86Maintained

Automatic

Writing & Editing pack

Last verified 8/31/2026

What it changes

Passed 19 of 22 test cases with the skill, and 14 of 22 without it.

Without skill64%

With skill86%

Checks it passed that the model alone missed

Output includes the tag 【下一步】cre-submission.
Output includes the structured report tag 【黑名单命中】.
Output includes the structured report tag 【段首概括率】.

and 7 more in the full report

7 fixed12 passed either way1 still failing2 broke

Pass-rate lift: +23 pp
Tokens: +45%
Agent turns: 0%
Response time: -5%

Model gemini-3.6-flashMeasured 8/31/2026v119 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-style/SKILL.md https://app.decimal.ai/s/brycewang-stanford-cre-style/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add brycewang-stanford-cre-style, 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-style/ and pins it in .decimal/skills.lock

decimalai skills add brycewang-stanford-cre-style

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

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

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

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 7 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 7

Prompt

在最终判定一篇农业经济论文是否可以给出投稿就绪（submission readiness）结论前，操作规范要求必须进行什么底层文件核验步骤？

What was checked, without and with the skill
Checked	Without skill	With skill
Requires opening resources/official-source-map.md to check unverified facts before confirming submission readiness.	Missed	Passed

case-20 · 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.md89 linessingle file

语言风格（cre-style）

触发时机

通读初稿后觉得"读起来像三农政策文件 / 工作汇报"
一段里出现 ≥ 2 个"具有重要意义" / "为乡村振兴提供新视角"
政策建议读起来像"加强、完善、推进、深化"四件套
表格只报数字，没有落到农户的经济含义解读

对照表（黑名单 → 白名单）

问题类型	黑名单（删/改）	白名单（替换为）
空洞价值	"具有重要的理论价值"	"为理解 X 提供了 Y 视角下的农户行为框架"
空洞意义	"对农村经济发展具有重要参考价值"	"本文结果意味着 X 政策应将 Y 类农户纳入瞄准范围"
四件套建议	"应加强 / 完善 / 推进 / 深化……"	"X 部门应在 Y 环节针对 Z 类农户建立……机制"
方法炫耀	"本文使用复杂的因果识别方法"	"本文利用确权试点的分批推行构造交叠 DID，识别 X"
贡献模糊	"丰富了三农研究"	"首次利用农户面板识别了 X 对 Y 的因果效应"
文献堆砌	"（张三，2020；李四，2021；……）"	按贡献分述：理论文献一段、三农实证一段、本文位置一段
表格无解读	"表 3 报告了基准回归结果。"	"表 3 显示，确权使农户农业投资提高约 X%，约相当于样本均值的 Y%"
机制空泛	"促进了城乡融合"	"通过缓解农户信贷约束、提高土地经营规模实现"

行文规范

时态

描述本文方法 / 数据 → 现在时：本文使用 / 本文构造
报告实证结果 → 过去时：研究发现 / 我们检验了
解释结果的经济含义 → 现在时：这意味着 / 这一发现表明

人称

避免"笔者""我们认为"出现在结论性段落
可用："本文发现 / 研究表明 / 结果显示"
英文版避免 "We feel that..." / "It is believed that..."

谦逊与边界

不要写"本文证明了"——经验研究只能说"本文提供了证据支持"
不要把统计显著当作经济显著——农户研究尤其要报告经济量级（如相当于均值的百分比、相当于多少元收入）

Track record

Benchmark

19 / 22

test cases passed, vs 14 / 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-style/SKILL.md

View on GitHub ↗

License MITImported 8/10/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

语言风格（cre-style）

触发时机

对照表（黑名单 → 白名单）

行文规范

时态

人称

谦逊与边界

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills