CloseCATs
CloseCATs is a card game where:
- Two cards are dealt to the computer and two to the player
- The card in row 1 represents the random slope variance
- The card in row 2 represents the random effect covariance
- The player has an option to switch their row 1 and row 2 card (the computer does not)
- Data is simulated from a mixed effects model defined by the game setup and the cards
- Simulated data is fitted to the data generating mixed effects model, a random intercept model, and CATs models
- A misspecification distance (rmse of CATs - rmse of random intercept) is computed for the computer and for the player
- The lower misspecification distance wins the game
The game was designed to help users get a better understanding of when to prefer a CATs model over a random intercept model.