Blinding and controls

Blinding and controls

Published January 10, 2026

Blinding and controls

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Controls - The Unsung Heroes

  • Purpose: Essential for isolating the effect of an intervention (independent variable) by providing a baseline for comparison.

  • Key Principle: Control group must be as similar as possible to the treatment group in all respects, except for the intervention being tested.

  • Common Types:

    • Placebo Control: An inert substance or sham procedure. Blinding is key. Ideal for establishing efficacy of a new treatment.
    • Active Control: A known, effective standard-of-care treatment. Used when a placebo would be unethical.
    • Historical Control: Uses data from a previous, separate cohort. Weaker design, prone to confounding and bias.

⭐ Active controls are ethically necessary in studies where withholding effective treatment would be harmful (e.g., trials for cancer, HIV). Comparing a new drug to the current standard is the goal.

Decision tree for selecting control group designs

Blinding - No Peeking Allowed!

  • Purpose: To reduce bias, particularly observer & subject bias (placebo effect).
  • Blinding prevents conscious or subconscious influence on study results by participants or researchers.
Blinding TypeWho is Blinded?Prevents Bias From...
Single-BlindParticipantPlacebo effect, reporting bias
Double-BlindParticipant & ResearcherPlacebo effect + Observer bias
Triple-BlindParticipant, Researcher, & Data AnalystPlacebo, Observer, & Analyst bias

Hawthorne Effect: A related concept where subjects modify their behavior simply because they are being observed, not due to the intervention itself. Blinding helps, but a control group is the primary defense.

Placebo & Hawthorne - Mind Games

Hawthorne, Placebo, and Treatment Effects in a Study

  • Placebo Effect: Improvement from a subject's expectation of treatment, not the inactive substance itself. A psychobiological phenomenon where belief can trigger therapeutic results.

    • Essential control in randomized controlled trials (RCTs) to isolate the true effect of an intervention.
    • Nocebo Effect: Negative outcomes (side effects) from negative expectations.
  • Hawthorne Effect (Observer Effect): Participants change their behavior simply because they are aware they are being watched or studied.

    • Threatens internal validity by confounding results.
    • Minimized by using control groups that also receive attention/observation.

⭐ The Hawthorne effect is a major reason why studies on behavioral interventions (e.g., diet, exercise) require careful control groups; the attention from researchers itself can cause change.

Bias Busters - Keeping It Honest

  • Blinding: Concealing treatment allocation to reduce bias.
    • Single-blind: Patient OR investigator is unaware of the treatment.
    • Double-blind: Patient AND investigator are unaware. Gold standard for RCTs.
    • Triple-blind: Patient, investigator, AND data analysts are unaware.
  • Controls: A comparison group to isolate the effect of the intervention.
    • Placebo control: Inert substance/procedure. Accounts for the placebo effect.
    • Active control: Standard-of-care treatment. Used when a placebo would be unethical.

Hawthorne Effect: Subjects may change their behavior simply because they know they are being observed. Controls help mitigate this.

High‑Yield Points - ⚡ Biggest Takeaways

  • Blinding is crucial to prevent placebo effect in subjects and observer bias in investigators.
  • Double-blinding, where both participants and researchers are unaware of group assignments, is the gold standard for reducing bias.
  • Control groups receive a placebo or the standard of care, providing a baseline for comparison.
  • The placebo effect can lead to real physiological changes, underscoring the necessity of a control arm.
  • The Hawthorne effect refers to participants altering their behavior simply because they are being observed.

Practice Questions: Blinding and controls

Test your understanding with these related questions

A research team develops a new monoclonal antibody checkpoint inhibitor for advanced melanoma that has shown promise in animal studies as well as high efficacy and low toxicity in early phase human clinical trials. The research team would now like to compare this drug to existing standard of care immunotherapy for advanced melanoma. The research team decides to conduct a non-randomized study where the novel drug will be offered to patients who are deemed to be at risk for toxicity with the current standard of care immunotherapy, while patients without such risk factors will receive the standard treatment. Which of the following best describes the level of evidence that this study can offer?

1 of 5

Flashcards: Blinding and controls

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Which operant conditioning technique involves addition of a stimulus in efforts to increase behavior? _____

TAP TO REVEAL ANSWER

Which operant conditioning technique involves addition of a stimulus in efforts to increase behavior? _____

Positive reinforcement

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