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Depending on the length of polymethine chain, they can be further subdivided into monomethine cyanine, trimethine cyanine, pentamethine cyanine (dicarboxycyanine), and heptamethine cyanine (tricarbocyanine), or apocyanines (directly linked heterocyclic units)

Yu, L., Lu, M., Wang, P

Notably, the model trained using only clinical variables without embedding techniques yielded the lowest scores across all metrics (AUC: 0.610 0.023, ACC: 0.635 0.018, PRC: 0.516 0.031), further demonstrating the importance of incorporating both diagnostic and medication data for accurate prediction

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