# A rigorous uncertainty-aware quantification framework is essential for reproducible and replicable machine learning workflows

> Research article (Digital Discovery, 2023) · cited 10× · AI/ML

**Wikidata**: [openalex:W4386174569](https://www.wikidata.org/wiki/openalex:W4386174569)  
**Source**: https://4ort.xyz/entity/a-rigorous-uncertainty-aware-quantification-framework-is-essential-for-reproducible-and-replicable-machine-learning-work