Publications by authors named "Khalid Hamad Alnafisah"
Biomed Opt Express
October 2024
Article Synopsis
- Dysregulation of lung collagen levels is crucial for understanding lung disease progression, but traditional scoring methods are subjective, inconsistent, and time-consuming due to manual histopathology.
- A machine learning framework was developed for automated scoring of lung collagen content using a dataset from adult female mice, incorporating features from images and statistical data.
- The approach achieved an average accuracy of 83% in binary classification and 73% in multi-label classification tasks, demonstrating its effectiveness in predicting lung cancer and quantifying collagen structural alterations.
