# Serum analysis based on SERS combined with 2D convolutional neural network and Gramian angular field for breast cancer screening

> Research article (Spectrochimica Acta Part A Molecular and Biomolecular Spectroscopy, 2024) · cited 17× · AI/ML

**Wikidata**: [openalex:W4391943615](https://www.wikidata.org/wiki/openalex:W4391943615)  
**Source**: https://4ort.xyz/entity/serum-analysis-based-on-sers-combined-with-2d-convolutional-neural-network-and-gramian-angular-field-for-breast-cancer-s