Model Card for Breast Cancer Wisconsin (Diagnostic) Dataset
Model Card for Breast Cancer Wisconsin (Diagnostic) Dataset
Model Details
Overview
This model predicts whether breast cancer is benign or malignant based on image measurements.
Version
name: b5fe505a-3f3c-4839-a668-c68f0ab32b21
date: 2022-04-27
Owners
Model Cards Team, model-cards@google.com
References
https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+(Diagnostic)
https://minds.wisconsin.edu/bitstream/handle/1793/59692/TR1131.pdf
Considerations
Intended Users
Medical professionals
ML researchers
Use Cases
Breast cancer diagnosis
Limitations
Breast cancer diagnosis
Ethical Considerations
Risk: Manual selection of image sections to digitize could create selection bias
Mitigation Strategy: Automate the selection process
Datasets
Quantitative Analysis
ROC curve and confusion matrix