scientific-critical-thinking

Name: scientific-critical-thinking
Availability: InStock
Author: estrella-231

Audit study design, bias risks, and statistical validity of scientific claims.

Updated May 24, 2026

Search Tags:#bias detection #logical fallacies #scientific review #statistical validity #evidence grading #methodology critique

Ready to run

npx skills add https://github.com/Estrella-231/Mathematical_modeling_tongmeng --skill scientific-critical-thinking-estrella-231

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: scientific-critical-thinking
Source: https://github.com/Estrella-231/Mathematical_modeling_tongmeng/tree/main/.agents/skills/scientific-critical-thinking
Command: npx skills add https://github.com/Estrella-231/Mathematical_modeling_tongmeng --skill scientific-critical-thinking-estrella-231

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

It helps you evaluate scientific claims by systematically checking whether methods, statistics, and evidence quality actually support the conclusions, while identifying bias, confounding, and logical flaws.

Core Features & Use Cases

Methodology Critique: Assess study design, internal/external/construct validity, measurement quality, and whether causal claims are justified.
Bias & Confounder Detection: Identify common sources of bias (selection, measurement, reporting, analysis) and propose mitigation or what additional information is needed.
Statistical & Logical Review: Check power/sample adequacy, statistical test suitability, multiple-comparison risks, p-value interpretation, and fallacies in argumentation.
Evidence Quality Grading: Apply evidence hierarchy reasoning and GRADE-style downgrades/upgrades to determine confidence in results.

Quick Start

Use the scientific-critical-thinking skill to review a research paper’s abstract, methods, results, and discussion and return a structured critique covering strengths, critical concerns, and specific recommendations.

Frequently Asked Questions about scientific-critical-thinking

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I critique a research paper's methodology and identify bias?▼

To critique research methodology, assess study design, internal validity, and measurement quality. Systematically identify selection, measurement, and reporting biases to determine whether the data justifies the conclusions.

What is evidence quality grading and how does it work?▼

Evidence quality grading assesses confidence in research results using evidence hierarchy reasoning and GRADE-style downgrades or upgrades. This process evaluates whether study design and statistical validity sufficiently support the conclusions.

How do I check statistical validity and p-value interpretation in a study?▼

Check statistical validity by verifying power, sample adequacy, and test suitability. Evaluate p-value interpretation, multiple-comparison risks, and the logical link between the data and conclusions to ensure reliability.

Can I use this approach to interpret conflicting studies and experimental planning?▼

Yes, this approach applies to interpreting conflicting studies and experimental planning by auditing study design and bias risks. It performs evidence quality assessments to yield reliable scientific judgments across conflicting data.

What are the limitations of using GRADE frameworks for scientific review?▼

Using GRADE frameworks for scientific review requires comprehensive data on methodology and statistics. Limitations arise when studies lack transparent reporting, preventing accurate logical review or confounder identification needed for reliable judgments.