Seeing the Random Forest Through the Decision Trees. Supporting Learning Health Systems from Histopathology with Machine Learning Models: Challenges and Opportunities
Journal of pathology informatics(2024)
摘要
This paper discusses some overlooked challenges faced when working with machine learning models for histopathology and presents a novel opportunity to support "Learning Health Systems" with them. Initially, the authors elaborate on these challenges after separating them according to their mitigation strategies: those that need innovative approaches, time, or future technological capabilities and those that require a conceptual reappraisal from a critical perspective. Then, a novel opportunity to support "Learning Health Systems" by integrating hidden information extracted by ML models from digitalized histopathology slides with other healthcare big data is presented.
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关键词
Pathology,Artificial intelligence,Machine learning,Learning health system,Image processing,Computer-assisted
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