# Rapid, antibiotic incubation-free determination of tuberculosis drug resistance using machine learning and Raman spectroscopy

> Research article (Proceedings of the National Academy of Sciences, 2024) · cited 27× · AI/ML

**Wikidata**: [openalex:W4399529347](https://www.wikidata.org/wiki/openalex:W4399529347)  
**Source**: https://4ort.xyz/entity/rapid-antibiotic-incubation-free-determination-of-tuberculosis-drug-resistance-using-machine-learning-and-raman-spectros