# Causally estimating the effect of YouTube’s recommender system using counterfactual bots

> Research article (Proceedings of the National Academy of Sciences, 2024) · cited 31× · AI/ML

**Wikidata**: [openalex:W4391773993](https://www.wikidata.org/wiki/openalex:W4391773993)  
**Source**: https://4ort.xyz/entity/causally-estimating-the-effect-of-youtubes-recommender-system-using-counterfactual-bots