Decision Tree-Based Foot Orthosis Prescription for Patients with Pes Planus

Jung, Ji-Yong; Yang, Chang-Min; Kim, Jung-Ja

doi:10.3390/ijerph191912484

Cited by 3 publications

(3 citation statements)

References 39 publications

(44 reference statements)

Supporting

Mentioning

Contrasting

Order By: Relevance

“…where W[A i ] represents the weights of i th feature, m is the process cycle, P(.) is the prior probability of C and di f f defines the distance for discrete features as Equation (2).…”

Section: Iterative Feature Selection and Classificationmentioning

confidence: 99%

See 1 more Smart Citation

A Novel Deep Transfer Learning-Based Approach for Automated Pes Planus Diagnosis Using X-ray Image

et al. 2023

View full text Add to dashboard Cite

Pes planus, colloquially known as flatfoot, is a deformity defined as the collapse, flattening or loss of the medial longitudinal arch of the foot. The first standard radiographic examination for diagnosing pes planus involves lateral and dorsoplantar weight-bearing radiographs. Recently, many artificial intelligence-based computer-aided diagnosis (CAD) systems and models have been developed for the detection of various diseases from radiological images. However, to the best of our knowledge, no model and system has been proposed in the literature for automated pes planus diagnosis using X-ray images. This study presents a novel deep learning-based model for automated pes planus diagnosis using X-ray images, a first in the literature. To perform this study, a new pes planus dataset consisting of weight-bearing X-ray images was collected and labeled by specialist radiologists. In the preprocessing stage, the number of X-ray images was augmented and then divided into 4 and 16 patches, respectively in a pyramidal fashion. Thus, a total of 21 images are obtained for each image, including 20 patches and one original image. These 21 images were then fed to the pre-trained MobileNetV2 and 21,000 features were extracted from the Logits layer. Among the extracted deep features, the most important 1312 features were selected using the proposed iterative ReliefF algorithm, and then classified with support vector machine (SVM). The proposed deep learning-based framework achieved 95.14% accuracy using 10-fold cross validation. The results demonstrate that our transfer learning-based model can be used as an auxiliary tool for diagnosing pes planus in clinical practice.

show abstract

“…where W[A i ] represents the weights of i th feature, m is the process cycle, P(.) is the prior probability of C and di f f defines the distance for discrete features as Equation (2).…”

Section: Iterative Feature Selection and Classificationmentioning

confidence: 99%

“…Pes planus is a multidirectional deformity that occurs with the collapse of the medial longitudinal arch of the foot, valgus deformity of the heel, and forefoot abduction [1]. Its prevalence is between 20-37% in studies among healthy volunteers [2]. Pes planus can be developmental or acquired.…”

Section: Introductionmentioning

confidence: 99%

A Novel Deep Transfer Learning-Based Approach for Automated Pes Planus Diagnosis Using X-ray Image

et al. 2023

View full text Add to dashboard Cite

show abstract

“…Several studies have observed signi cant differences in calcaneal angle between normal foot and FFT with greater RCSP and maximum calcaneal eversion during gait and running [6,18,32] . The clinical treatment for correcting calcaneal eversion includes kinesio taping, athletic taping (AT) and foot-ankle orthoses [3,11,12,30,36] . In a meta-analysis, AT has been proven to be more effective than foot orthoses in controlling calcaneal eversion in FFT, which is characterised by convenient operation [7] .…”

Section: Introductionmentioning

confidence: 99%

Short-term effects of athletic taping techniques on calcaneal frontal angle in young female adults with flexible flatfoot

Tang

Wang

2023

Preprint

View full text Add to dashboard Cite

Background This study aimed to explore short-term effects of athletic taping techniques on calcaneal frontal range of motion (ROM) during walking in young female adults with flexible flatfoot (FFT). Methods Twenty young female adults with FFT were recruited. Each participant was randomly divided into two groups, namely, augmented low-Dye (ALD) and modified low-Dye (MLD) groups. The calcaneal frontal ROM was measured on the basis of the resting calcaneal stance position (RCSP), maximum calcaneal eversion, maximum calcaneal inversion and calcaneal frontal ROM. The measurements were collected at baseline, after taping and after 20-min walking. Results Compared with baseline, the RCSP values increased after 20-min walking with ALD (p = 0.004). After 20-min walking, ALD taping performed higher maximum calcaneal eversion (p = 0.02) and frontal ROM (p = 0.003) than post taping. MLD taping performed higher maximum calcaneal inversion (p = 0.001) and frontal ROM (p = 0.002) after 20-min walking than post taping. Conclusions This study indicated that in young female adults with FFT, the short-term effects of athletic taping on RCSP and calcaneal frontal angle during the gait support phase were limited, and ALD taping exhibited higher RCSP with walking time than MLD taping. Therefore, using two taping techniques as prescription basis for calcaneal eversion correction in young women with FFT in clinical practice is not recommended. Trial registration: This study was approved by the Ethics Committee of Shanghai University of Sport (No. 102772021RT026).

show abstract

Towards adequate policy enhancement: An AI-driven decision tree model for efficient recognition and classification of EPA status via multi-emission parameters

Awomuti,

Alimo,

Lartey-Young

et al. 2023

City and Environment Interactions

View full text Add to dashboard Cite

Decision Tree-Based Foot Orthosis Prescription for Patients with Pes Planus

Cited by 3 publications

References 39 publications

A Novel Deep Transfer Learning-Based Approach for Automated Pes Planus Diagnosis Using X-ray Image

A Novel Deep Transfer Learning-Based Approach for Automated Pes Planus Diagnosis Using X-ray Image

Short-term effects of athletic taping techniques on calcaneal frontal angle in young female adults with flexible flatfoot

Towards adequate policy enhancement: An AI-driven decision tree model for efficient recognition and classification of EPA status via multi-emission parameters

Contact Info

Product

Resources

About