# Considering multi-scale built environment in modeling severity of traffic violations by elderly drivers: An interpretable machine learning framework

> Research article (Accident Analysis & Prevention, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4401533804](https://www.wikidata.org/wiki/openalex:W4401533804)  
**Source**: https://4ort.xyz/entity/considering-multi-scale-built-environment-in-modeling-severity-of-traffic-violations-by-elderly-drivers-an-interpretable