Abstract: Computer-aided detection (“CADe”) and/or computer-aided diagnosis (“CADx”) of biliary tract diseases or other pathologies is provided using a machine learning-based analysis of cytology data. In general, a machine learning model-based framework allows cytopathologists to perform a targeted and abbreviated review of select patches extracted from whole-slide images, or in some instances entire whole-slide images, while maintaining interpretive accuracy.