Seeing the random forest through the decision trees. Supporting learning health systems from histopathology with machine learning models: Challenges and opportunities

• Main Authors: Ricardo Gonzalez (Author), Ashirbani Saha (Author), Clinton J.V. Campbell (Author), Peyman Nejat (Author), Cynthia Lokker (Author), Andrew P. Norgan (Author)
• Format: Book
• Published: Elsevier, 2024-12-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

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...