Claude-skill-registry blinding

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.

install
source · Clone the upstream repo
git clone https://github.com/majiayu000/claude-skill-registry
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/claude-skill-registry "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data/blinding" ~/.claude/skills/majiayu000-claude-skill-registry-blinding && rm -rf "$T"
manifest: skills/data/blinding/SKILL.md
source content

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