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About

Interfaces

This algorithm implements all of the following input-output combinations:

Model Facts

Summary

The Gleason score is the most important prognostic marker for prostate cancer patients but suffers from significant inter-observer variability. We developed a fully automated system using deep learning that can grade prostate biopsies following the Gleason Grading System. A description of our method and research can be found in the paper: "Automated deep learning system for Gleason grading of prostate biopsies: a development and validation study". A summary is available in a blog post on our study.

Mechanism

Validation and Performance

Uses and Directions

This algorithm was developed for research purposes only.

Warnings

Common Error Messages

Information on this algorithm has been provided by the Algorithm Editors, following the Model Facts labels guidelines from Sendak, M.P., Gao, M., Brajer, N. et al. Presenting machine learning model information to clinical end users with model facts labels. npj Digit. Med. 3, 41 (2020). 10.1038/s41746-020-0253-3