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    Subjects/PSM/RCT Principles
    RCT Principles
    medium
    users PSM

    Which of the following is the primary mechanism by which randomization reduces bias in a randomized controlled trial?

    A. It ensures equal distribution of known and unknown confounders between treatment groups
    B. It increases the sample size and statistical power
    C. It eliminates the need for blinding in the trial
    D. It guarantees that baseline characteristics will be identical between groups

    Explanation

    ## Randomization and Bias Reduction ### Core Mechanism of Randomization **Key Point:** Randomization distributes both *known* and *unknown* confounders equally between treatment and control groups, thereby isolating the effect of the intervention from confounding variables. ### How Randomization Works 1. **Known confounders** (age, sex, disease severity) are balanced by chance across groups 2. **Unknown confounders** (unmeasured genetic factors, lifestyle variables) are also balanced 3. **Allocation concealment** prevents selection bias by keeping assignment hidden until enrollment 4. **Blinding** (separate from randomization) prevents performance and detection bias ### Why Randomization ≠ Blinding | Feature | Randomization | Blinding | |---------|---------------|----------| | **Prevents** | Selection bias, confounding | Performance bias, detection bias | | **Mechanism** | Random allocation to groups | Concealing group assignment from participants/assessors | | **Can exist alone?** | Yes (open-label RCTs are valid) | No (requires randomization first) | **High-Yield:** Randomization is the *defining feature* of an RCT and the primary reason RCTs are gold-standard evidence. It is NOT the same as blinding, and an RCT can be randomized but unblinded (e.g., surgical intervention trials). **Mnemonic: RACE** — **R**andomization prevents selection bias and confounding; **A**llocation concealment hides assignment; **C**ontrol group provides comparison; **E**vidence of causation emerges. **Clinical Pearl:** Even with randomization, baseline imbalances can occur by chance in small trials. This is why baseline characteristics tables are published — to document that randomization worked. [cite:Park 26e Ch 10]

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