Effect of opt-in versus opt-out framing on trial recruitment: a study within a trial of the GAMEPAD randomized trial

Tayyab Shah1, Samantha Coratti2, David Farraday2

  • 1Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA.

American Heart Journal
|October 5, 2025
PubMed

Related Concept Videos

Randomized Experiments01:13

Randomized Experiments

The randomization process involves assigning study participants randomly to experimental or control groups based on their probability of being equally assigned. Randomization is meant to eliminate selection bias and balance known and unknown confounding factors so that the control group is similar to the treatment group as much as possible. A computer program and a random number generator can be used to assign participants to groups in a way that minimizes bias.
Simple randomization
Simple...
8.8K
Framing Effects03:26

Framing Effects

Information is everywhere and its presentation—such as how and when items are presented—can impact our perceptions and decisions surrounding the info. This broad concept umbrellas framing effects—influences that occur due to the way information is framed in its appearance, whether it’s purely the order or the specific wording of a message. Let’s take a look at numerous ways in which two versions of something can objectively say the same thing, yet we respond in...
7.9K