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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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SKILL.md

name blinding
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.
allowed-tools Read, Write
version 1.0.0

Blinding Procedures Skill

Purpose

Implement appropriate blinding to reduce bias in research studies.

Types of Blinding

Single-Blind: Participants unaware of allocation Double-Blind: Participants and researchers unaware Triple-Blind: Participants, researchers, and analysts unaware

Who to Blind

Participants: Reduce expectancy effects, placebo Interventionists: Reduce performance bias Assessors: Reduce detection bias Analysts: Reduce reporting bias

Blinding Strategies

Medications:

  • Identical placebo (same appearance, taste)
  • Over-encapsulation
  • Matching packaging

Behavioral Interventions:

  • Attention-matched control
  • Active control condition
  • Blind outcome assessors

Assessments:

  • Automated/computerized measures
  • Independent blinded raters
  • Objective outcomes (less bias-prone)

When Blinding Impossible

  • Surgical interventions
  • Exercise interventions
  • Educational programs

Mitigation:

  • Blind outcome assessors
  • Use objective outcomes
  • Report lack of blinding as limitation

Version: 1.0.0