Applying Techniques From Precision Medicine to Predict Challenging Behavior and Inform Clinical Resource Allocation.

The team looked at youth in a detention center. They asked: does the first week predict later trouble?

They tracked how fast each teen showed aggression after admission. Then they watched who needed the most staff help later.

Kids who hit, kicked, or threw things within seven days were the same ones who later needed the most restraints and 1:1 staffing.

A short wait to the first blow-up was a clear red flag for high-rate aggression months later.

Hagopian et al. (2018) used the same precision-medicine idea for self-injury. They found two early markers that told you which treatment would work. Fradet et al. (2025) now show the same logic works for aggression in detention.

Leezenbaum et al. (2019) already proved that group contingencies cut problem behavior in the same detention halls. The new study tells you which kids need that package first.

Guercio et al. (2025) fixed staff data collection in a similar residential home. Pairing their staff-reinforcer trick with the seven-day flag keeps both prediction and paperwork on track.

You rarely have enough staff to watch every teen all the time. Use the seven-day rule: if aggression shows up in week one, move that youth to the high-intensity track right away. Start the group contingencies from Leezenbaum et al. (2019), schedule extra check-ins, and keep data fidelity high with Guercio’s pick-your-own-reinforcer method. You stop bigger problems before they start and spend your limited hours where they matter most.