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The article 《Surface-Enhanced Raman Scattering (SERS) Taster: A Machine-Learning-Driven Multireceptor Platform for Multiplex Profiling of Wine Flavors》 also mentions many details about this compound(4556-23-4)Application In Synthesis of Pyridine-4-thiol, you can pay attention to it, because details determine success or failure

Leong, Yong Xiang; Lee, Yih Hong; Koh, Charlynn Sher Lin; Phan-Quang, Gia Chuong; Han, Xuemei; Phang, In Yee; Ling, Xing Yi published an article about the compound: Pyridine-4-thiol( cas:4556-23-4,SMILESS:SC1=CC=NC=C1 ).Application In Synthesis of Pyridine-4-thiol. Aromatic heterocyclic compounds can be classified according to the number of heteroatoms or the size of the ring. The authors also want to convey more information about this compound (cas:4556-23-4) through the article.

Integrating machine learning with surface-enhanced Raman scattering (SERS) accelerates the development of practical sensing devices. Such integration, in combination with direct detection or indirect analyte capturing strategies, is key to achieving high predictive accuracies even in complex matrixes. However, in-depth understanding of spectral variations arising from specific chem. interactions is essential to prevent model overfit. Herein, we design a machine-learning-driven “”SERS taster”” to simultaneously harness useful vibrational information from multiple receptors for enhanced multiplex profiling of five wine flavor mols. at parts-per-million levels. Our receptors employ numerous noncovalent interactions to capture chem. functionalities within flavor mols. By strategically combining all receptor-flavor SERS spectra, we construct comprehensive “”SERS superprofiles”” for predictive analytics using chemometrics. We elucidate crucial mol.-level interactions in flavor identification and further demonstrate the differentiation of primary, secondary, and tertiary alc. functionalities. Our SERS taster also achieves perfect accuracies in multiplex flavor quantification in an artificial wine matrix.

The article 《Surface-Enhanced Raman Scattering (SERS) Taster: A Machine-Learning-Driven Multireceptor Platform for Multiplex Profiling of Wine Flavors》 also mentions many details about this compound(4556-23-4)Application In Synthesis of Pyridine-4-thiol, you can pay attention to it, because details determine success or failure

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