·fmri glm analysis guide
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fmri glm analysis guide

fMRI 通用线性模型规范的领域验证指南:HRF 建模、设计矩阵构造、对比度定义、混杂回归和统计推断

10安装·1热度·@haoxuanlithuai

安装

$npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill fmri glm analysis guide

如何安装 fmri glm analysis guide

通过命令行快速安装 fmri glm analysis guide AI 技能到你的开发环境

  1. 打开终端: 打开你的终端或命令行工具(如 Terminal、iTerm、Windows Terminal 等)
  2. 运行安装命令: 复制并运行以下命令:npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill fmri glm analysis guide
  3. 验证安装: 安装完成后,技能将自动配置到你的 AI 编程环境中,可以在 Claude Code、Cursor 或 OpenClaw 中使用

来源:haoxuanlithuai/awesome_cognitive_and_neuroscience_skills。

SKILL.md

查看原文

The General Linear Model (GLM) is the standard statistical framework for task-based fMRI analysis. It models the observed BOLD time series as a linear combination of expected signal components (task regressors convolved with the hemodynamic response function) plus confound regressors plus noise (Poline & Brett, 2012; Poldrack et al., 2011, Ch. 4).

This skill encodes the domain-specific judgment needed to correctly specify a GLM for fMRI data. A competent programmer without neuroimaging training would get many of these decisions wrong -- choosing the wrong HRF model, setting an inappropriate high-pass filter cutoff, omitting critical confound regressors, or applying invalid statistical thresholds. Each decision described here requires understanding the bioph...

This skill was generated by AI from academic literature. All parameters, thresholds, and citations require independent verification before use in research. If you find errors, please open an issue.

可引用信息

为搜索与 AI 引用准备的稳定字段与命令。

安装命令
npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill fmri glm analysis guide
分类
{}数据分析
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收录时间
2026-03-10
更新时间
2026-03-11

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快速解答

什么是 fmri glm analysis guide?

fMRI 通用线性模型规范的领域验证指南:HRF 建模、设计矩阵构造、对比度定义、混杂回归和统计推断 来源:haoxuanlithuai/awesome_cognitive_and_neuroscience_skills。

如何安装 fmri glm analysis guide?

打开你的终端或命令行工具(如 Terminal、iTerm、Windows Terminal 等) 复制并运行以下命令:npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill fmri glm analysis guide 安装完成后,技能将自动配置到你的 AI 编程环境中,可以在 Claude Code、Cursor 或 OpenClaw 中使用

这个 Skill 的源码在哪?

https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills