g24345360-cloud/ki67-MRI-Parotid: Parotid ki67

I'll provide your full radiomics pipeline as a Python .ipynb notebook with English descriptions, clean code blocks, and documentation that makes it understandable to a reader or reviewer.

The Script Will Include:

Import Libraries

Load Radiomics Data (from Excel)

Preprocessing

Feature Selection with LASSO

Logistic Regression on Top Features

Cross-validation (5-fold)

Performance Metrics

Pearson Correlation Analysis

AUC Curves

Export Results