scientific-critical-thinking
Systematically evaluate research rigor, methodology, statistical validity, and evidence quality using established frameworks.
- Assesses internal/external validity, study design appropriateness, control quality, and measurement rigor across five validity dimensions
- Identifies cognitive, selection, measurement, analysis, and confounding biases with detection strategies and mitigation approaches
- Evaluates statistical methods, sample adequacy, multiple comparisons, effect sizes, and common pitfalls like p-hacking and regression to the mean
- Applies GRADE and evidence hierarchy frameworks to weigh study quality and convergence across multiple independent replications
- Detects logical fallacies specific to scientific reasoning (causation, generalization, authority, statistical) and provides constructive guidance for research design and claim evaluation
Scientific Critical Thinking
Overview
Critical thinking is a systematic process for evaluating scientific rigor. Assess methodology, experimental design, statistical validity, biases, confounding, and evidence quality using GRADE and Cochrane ROB frameworks. Apply this skill for critical analysis of scientific claims.
When to Use This Skill
This skill should be used when:
- Evaluating research methodology and experimental design
- Assessing statistical validity and evidence quality
- Identifying biases and confounding in studies
- Reviewing scientific claims and conclusions
- Conducting systematic reviews or meta-analyses
- Applying GRADE or Cochrane risk of bias assessments
- Providing critical analysis of research papers
Visual Enhancement with Scientific Schematics
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