# Separation-free bacterial identification in arbitrary media via deep neural network-based SERS analysis

> Research article (Biosensors and Bioelectronics, 2022) · cited 75× · AI/ML

**Wikidata**: [openalex:W4205858292](https://www.wikidata.org/wiki/openalex:W4205858292)  
**Source**: https://4ort.xyz/entity/separation-free-bacterial-identification-in-arbitrary-media-via-deep-neural-network-based-sers-analysis