Label-Free Surface-Enhanced Raman Spectroscopy with Machine Learning for the Diagnosis of Thyroid Cancer by Using Fine-Needle Aspiration Liquid Samples - Gao, Lili; Wu, Siyi; Wongwasuratthakul, Puwasit; Chen, Zhou; Cai, Wei; Li, Qinyu; Lin, Linley Li (Biosensors (Basel), 2024)
Keywords: Accuracy; Algorithms; Analysis; Aqueous solutions; Artificial neural networks; Biopsy; Biopsy, Fine-Needle; Cancer; Cellular biology; CNN; Colloids; Cytology; Data mining; Deep learning; Diagnosis; Discriminant Analysis; Free surfaces; Gold; Health care; Humans; Labels; Learning algorithms; Liquid Biopsy; Machine Learning; Metal Nanoparticles - chemistry; Nanoparticles; Neural networks; Neural Networks, Computer; Oncology, Experimental; Patients; Principal Component Analysis; Principal components analysis; Raman spectra; Raman spectroscopy; Silver; Silver - chemistry; Sodium; Spectroscopy; Spectrum analysis; Spectrum Analysis, Raman; Support Vector Machine; Support vector machines; Temperature; Thyroid; Thyroid cancer; thyroid fluid; Thyroid Neoplasms - diagnosis; Thyroid Neoplasms - pathology; China; CNN; Raman spectroscopy; machine learning; liquid biopsy; thyroid fluid