Alcohol outlets and firearm violence: a place-based case-control study using satellite imagery and machine learning.

These findings align with previous study findings while addressing the concern that AOs might systematically be located in certain kinds of environments, providing stronger evidence of a causal effect on nearby firearm violence. Matching on visual similarity can improve observational injury studies involving place-based risks.