# Variant-driven early warning via unsupervised machine learning analysis of spike protein mutations for COVID-19

> Research article (Scientific Reports, 2022) · cited 34× · AI/ML

**Wikidata**: [openalex:W4281631942](https://www.wikidata.org/wiki/openalex:W4281631942)  
**Source**: https://4ort.xyz/entity/variant-driven-early-warning-via-unsupervised-machine-learning-analysis-of-spike-protein-mutations-for-covid-19