# Development and validation of a 1-year survival prognosis estimation model for Amyotrophic Lateral Sclerosis using manifold learning algorithm UMAP

> Research article (Scientific Reports, 2020) · cited 53× · AI/ML

**Wikidata**: [openalex:W3047794624](https://www.wikidata.org/wiki/openalex:W3047794624)  
**Source**: https://4ort.xyz/entity/development-and-validation-of-a-1-year-survival-prognosis-estimation-model-for-amyotrophic-lateral-sclerosis-using-manif