Logo

Prediction of asymptomatic, symptomatic carotid stenosis. Full dataset

Initializing...
0%

Predict the probability of asymptomatic, symptomatic stenosis with MIP CTA.

Uploaded Image
Author:
Email:
Deployment Date: 2026-09-28 13:49:13
References:
Performance and Training Settings:
Test Accuracy: 0.6507936120033264
Test Loss: 0.6595383286476135
Precision: 0.6666666666666667
Recall: 0.6481854838709677
F1 Score: 0.6398128898128898
AUC: 0.6864919354838708
Per Class Precision: 0.6190476190476191,0.7142857142857143
Per Class Recall: 0.8125,0.4838709677419355
Per Class F1 Score: 0.7027027027027026,0.5769230769230769
Per Class AUC: 0.6864919354838709,0.6864919354838708
Validation Accuracy: 0.6190475821495056
Validation Loss: 0.6412256956100464
Training Accuracy: 0.662135899066925
Training Loss: 0.6651318073272705
Class Counts (n): 328, 313
Outcome: asymptomatic, symptomatic
Number of Epochs: 32
Initial Learning Rate: 0.0001
Batch Size: 16

Confusion Matrix:

Confusion Matrix

Training and Validation Logs:

Training and Validation Logs


Support this research. Web3 Wallet of the Author:


This machine learning model could be downloaded and retrained by adding new data here


List of ML Models Deploy Your Own ML Model Don't have an ML model? Build it here