# light-result-analysis

> Light 科研主线第 7 步·结果分析：不描述好坏、解释「为什么」，把每条结论**绑死到 claim + 证据强度**，并防 p-hacking。 何时用：实验跑完要解读结果 / 问「这些数说明什么」/ 要做显著性检验 + 效应量 +…

Light 科研主线第 7 步·结果分析：不描述好坏、解释「为什么」，把每条结论**绑死到 claim + 证据强度**，并防 p-hacking。 何时用：实验跑完要解读结果 / 问「这些数说明什么」/ 要做显著性检验 + 效应量 + 置信区间 + 多重比较校正 / 担心 p-hacking (多重比较不校正、选择性报告、HARKing) / 要给每条 claim 定证据强度供写作校准措辞 / 判结果支不支撑假设、可不可复现。 触发词：结果分析 / 解读数据 / 这些结果说明什么 / 显著性 / p 值 / 效应量 effect size / Cohen's d / 置信区间 CI / 多重比较 / BH-FDR / Bonferroni / 校正 / p-hacking / 选择性报告 / garden of forking paths / HARKing / 证据强度 / claim 证据绑定 / SHAP / 消融分析 / 切片分析 / 配对检验 / result analysis。 核心纪律：**统计错误 / p-hacking = critical**（spec §4.2，STAGE_GATES[7]=[stat_validity,evidence_strength]）； 过度解读 / 效应量缺失 = warn；**显著性看 q 不看 p**、不显著只能报「未见显著差异」、措辞强度必须匹配证据强度； 统计检查有边界，绝不吹「证明了方法有效 / 因果成立」。本技能是 **7→5（不支撑假设）/ 7→6（不可复现）回炉发起方**。

- Type: Skill
- Made by: Light0305
- Category: Research
- Formats: Skills
- Version: 2.2.0-round3
- Source: https://github.com/light0305/light-skills/tree/HEAD/skills/light-result-analysis
- Page: https://pluginboard.ai/skills/light-result-analysis

## Works with

- ChatGPT
- Claude
- Gemini
- GitHub Copilot
- Cursor
- Claude Code
- Codex
- Antigravity
- Gemini CLI
- Replit
- OpenClaw
- OpenCode
- Hermes Agent

## Install

### ChatGPT

In ChatGPT: Download the light-result-analysis folder and zip it, then Plugins → Skills → Create → Upload from your computer. Business and Enterprise plans.

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### Claude

In Claude (web or desktop): Download the light-result-analysis folder and zip the folder itself, then upload it in Customize → Skills.

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### Gemini

In Gemini: Download the light-result-analysis folder, then at gemini.google.com click Customize → Skills → Create → Upload and pick the folder (or a .zip of it).

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### GitHub Copilot

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-result-analysis ~/.copilot/skills/light-result-analysis
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### Cursor

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-result-analysis ~/.cursor/skills/light-result-analysis
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### Claude Code

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-result-analysis ~/.claude/skills/light-result-analysis
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### Codex

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-result-analysis ~/.agents/skills/light-result-analysis
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### Antigravity

In Antigravity: Copy the light-result-analysis folder into ~/.gemini/config/skills (Antigravity app and IDE) or ~/.gemini/antigravity-cli/skills (Antigravity CLI).

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### Gemini CLI

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-result-analysis ~/.gemini/skills/light-result-analysis
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### Replit

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-result-analysis .agents/skills/light-result-analysis
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### OpenClaw

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-result-analysis ~/.openclaw/skills/light-result-analysis
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### OpenCode

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-result-analysis ~/.config/opencode/skills/light-result-analysis
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

### Hermes Agent

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-result-analysis ~/.hermes/skills/light-result-analysis
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-result-analysis

---
From Pluginboard (https://pluginboard.ai).