Effect of Patient Clinical Variables in Osteoporosis Classification Using Hip X-rays in Deep Learning Analysis

Effect of Patient Clinical Variables in Osteoporosis Classification Using Hip X-rays in Deep Learning Analysis

<i>Background and Objectives</i>: A few deep learning studies have reported that combining image features with patient variables enhanced identification accuracy compared with image-only models. However, previous studies have not statistically reported the additional effect of patient va...

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Bibliographic Details
Main Authors: Norio Yamamoto, Shintaro Sukegawa, Kazutaka Yamashita, Masaki Manabe, Keisuke Nakano, Kiyofumi Takabatake, Hotaka Kawai, Toshifumi Ozaki, Keisuke Kawasaki, Hitoshi Nagatsuka, Yoshihiko Furuki, Takashi Yorifuji
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Medicina
Subjects:
patient variables
osteoporosis
deep learning
convolutional neural network
ensemble model
effect size
Online Access:https://www.mdpi.com/1648-9144/57/8/846

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