Applied Sciences, Free Full-Text
$ 21.00 · 4.5 (220) · In stock
Ankle fractures are common and, compared to other injuries, tend to be overlooked in the emergency department. We aim to develop a deep learning algorithm that can detect not only definite fractures but also obscure fractures. We collected the data of 1226 patients with suspected ankle fractures and performed both X-rays and CT scans. With anteroposterior (AP) and lateral ankle X-rays of 1040 patients with fractures and 186 normal patients, we developed a deep learning model. The training, validation, and test datasets were split in a 3/1/1 ratio. Data augmentation and under-sampling techniques were administered as part of the preprocessing. The Inception V3 model was utilized for the image classification. Performance of the model was validated using a confusion matrix and the area under the receiver operating characteristic curve (AUC-ROC). For the AP and lateral trials, the best accuracy and AUC values were 83%/0.91 in AP and 90%/0.95 in lateral. Additionally, the mean accuracy and AUC values were 83%/0.89 for the AP trials and 83%/0.9 for the lateral trials. The reliable dataset resulted in the CNN model providing higher accuracy than in past studies.
Broken Hill College of Applied Sciences and Education
Named Entity Recognition Guide to Master NLP (Part 10)
Applied Sciences, Free Full-Text, press f to respect significado
Applied Sciences, Free Full-Text, Emulsion
PDF) Invitation to Workshop on Functional Materials Science and Engineering-2023 (FREE) Chair of the Organizing Committee Assoc. Prof. Dr. Ali Kemal HAVARE
One-Click Access to Millions of Scholarly Articles
Applied Sciences, Free Full-Text, rated output
Applied Sciences, Free Full-Text, Calcium Carbonate
Applied Sciences, Free Full-Text, press fit
Applied Sciences, Free Full-Text, g1 f1500
Applied Sciences, Free Full-Text, kurnik copas
Tianjin Sino-German University of Applied Science, Full Free Scholarship
860+ Free Online Programming & Computer Science Courses You Can Start This New Year
Top five database to search full-text research articles