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Full-Text Articles in Arts and Humanities
Enhanced Breast Cancer Tumor Classification Using Mobilenetv2: A Detailed Exploration On Image Intensity, Error Mitigation, And Streamlit-Driven Real-Time Deployment, Aaditya Surya, Aditya Keshary Shah, Subash Tarun Sasikumar, Jarnell Kabore
Enhanced Breast Cancer Tumor Classification Using Mobilenetv2: A Detailed Exploration On Image Intensity, Error Mitigation, And Streamlit-Driven Real-Time Deployment, Aaditya Surya, Aditya Keshary Shah, Subash Tarun Sasikumar, Jarnell Kabore
Butler Journal of Undergraduate Research
This research introduces a sophisticated transfer learning model based on Google’s MobileNetV2 for breast cancer tumor classification into normal, benign, and malignant categories, utilizing a dataset of 1576 ultrasound images (265 normal, 891 benign, 420 malignant). The model achieves an accuracy of 0.82, precision of 0.83, recall of 0.81, ROC-AUC of 0.94, PR-AUC of 0.88, and MCC of 0.74. It examines image intensity distributions and misclassification errors, offering improvements for future applications. Addressing dataset imbalances, the study ensures a generalizable model. This work, using a dataset from Baheya Hospital, Cairo, Egypt, compiled by Walid Al- Dhabyani and colleagues (2020), emphasizes …
Dr. Harvey W. Wiley's Fight For Food Safety In The Late 19th Century And Early 20th Century, Katherine E. Dixon
Dr. Harvey W. Wiley's Fight For Food Safety In The Late 19th Century And Early 20th Century, Katherine E. Dixon
The Exposition
In the late 19th Century, a researcher by the name of Dr. Harvey Washington Wiley. He had discovered that food manufacturers were adulterating and misbranding many of their food products. Dr. Wiley had realized that these chemicals being added to these food products were dangerous for human consumption and were not being put on the labels. Dr. Wiley realized this was a huge problem for Americans and dedicated his career to fight for regulations against this. He started an experimental group called the Poison Squad which helped to bring media attention to this issue.