parameter recovery checker

Name: parameter recovery checker
Author: haoxuanlithuai

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haoxuanlithuai/awesome_cognitive_and_neuroscience_skillsGitHub: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills Source: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills

Guides parameter recovery studies to validate model identifiability before trusting fitted parameter values

haoxuanlithuai·parameter·recovery·checker

9Installs·2Trend·@haoxuanlithuai

Installation

GitHub: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills

$npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill parameter recovery checker

How to Install parameter recovery checker

Quickly install parameter recovery checker AI skill to your development environment via command line

Open Terminal: Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.)
Run Installation Command: Copy and run this command: npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill parameter recovery checker
Verify Installation: Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw

Source: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills.

SKILL.md

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This skill encodes expert methodological knowledge for conducting parameter recovery studies -- a critical validation step before interpreting fitted model parameters. Parameter recovery determines whether a model's parameters are identifiable given the experimental design and sample size. A general-purpose programmer unfamiliar with computational modeling would not know that fitting a model is insufficient valida...

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.

Fitting a model to data and obtaining parameter estimates does NOT guarantee those estimates are meaningful (Wilson & Collins, 2019; Navarro, 2019). Common failure modes:

Guides parameter recovery studies to validate model identifiability before trusting fitted parameter values Source: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills.

Facts (cite-ready)

Stable fields and commands for AI/search citations.

Install command: npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill parameter recovery checker
Source: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills
Category: </>Dev Tools
Verified: ✓
First Seen: 2026-03-10
Updated: 2026-03-10
URL: https://www.learn-skills.dev/en/skills/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills/parameter-recovery-checker

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Quick answers

What is parameter recovery checker?

Guides parameter recovery studies to validate model identifiability before trusting fitted parameter values Source: haoxuanlithuai/awesome_cognitive_and_neuroscience_skills.

How do I install parameter recovery checker?

Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/haoxuanlithuai/awesome_cognitive_and_neuroscience_skills --skill parameter recovery checker Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw