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skills/blinding/SKILL.md
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skills/blinding/SKILL.md
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name: blinding
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description: "Implement blinding procedures to reduce bias in experimental studies. Use when: (1) Designing RCTs, (2) Ensuring objectivity, (3) Meeting CONSORT standards, (4) Minimizing performance and detection bias."
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allowed-tools: Read, Write
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version: 1.0.0
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---
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# Blinding Procedures Skill
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## Purpose
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Implement appropriate blinding to reduce bias in research studies.
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## Types of Blinding
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**Single-Blind**: Participants unaware of allocation
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**Double-Blind**: Participants and researchers unaware
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**Triple-Blind**: Participants, researchers, and analysts unaware
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## Who to Blind
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**Participants**: Reduce expectancy effects, placebo
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**Interventionists**: Reduce performance bias
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**Assessors**: Reduce detection bias
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**Analysts**: Reduce reporting bias
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## Blinding Strategies
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**Medications:**
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- Identical placebo (same appearance, taste)
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- Over-encapsulation
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- Matching packaging
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**Behavioral Interventions:**
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- Attention-matched control
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- Active control condition
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- Blind outcome assessors
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**Assessments:**
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- Automated/computerized measures
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- Independent blinded raters
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- Objective outcomes (less bias-prone)
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## When Blinding Impossible
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- Surgical interventions
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- Exercise interventions
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- Educational programs
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**Mitigation:**
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- Blind outcome assessors
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- Use objective outcomes
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- Report lack of blinding as limitation
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---
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**Version:** 1.0.0
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