# Uncertainty quantification in cerebral circulation simulations focusing on the collateral flow: Surrogate model approach with machine learning

> Research article (PLoS Computational Biology, 2022) · cited 11× · AI/ML

**Wikidata**: [openalex:W4286698059](https://www.wikidata.org/wiki/openalex:W4286698059)  
**Source**: https://4ort.xyz/entity/uncertainty-quantification-in-cerebral-circulation-simulations-focusing-on-the-collateral-flow-surrogate-model-approach-