Kazuya Yokota
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View article: Physics-Informed Neural Networks for Speech Production
Physics-Informed Neural Networks for Speech Production Open
The analysis of speech production based on physical models of the vocal folds and vocal tract is essential for studies on vocal-fold behavior and linguistic research. This paper proposes a speech production analysis method using physics-in…
View article: Clear cell meningioma of the lower lumbar spine without dural attachment: A case report
Clear cell meningioma of the lower lumbar spine without dural attachment: A case report Open
Rationale: Clear cell meningioma (CCM) is a rare and aggressive subtype of meningioma, classified as Grade II by the World Health Organization due to its higher recurrence risk. While CCMs predominantly arise in the cerebellopontine angle,…
View article: Synthesis of voiced sounds using physics-informed neural networks
Synthesis of voiced sounds using physics-informed neural networks Open
Recently, physics-informed neural networks (PINNs) have garnered attention for use as a numerical simulation method for inverse analysis, such as property identification. However, studies on PINNs for conducting acoustic analysis are scarc…
View article: Detection of Internal Defects in Concrete Structures Based on Machine Learning Using Hammering Response Data Containing Artificial Noise (Evaluation of Machine Learning Models with High Generalization Performance)
Detection of Internal Defects in Concrete Structures Based on Machine Learning Using Hammering Response Data Containing Artificial Noise (Evaluation of Machine Learning Models with High Generalization Performance) Open
Aging of concrete structures has become a serious problem in Japan, and periodic maintenance is essential for preventing accidents caused by structural aging. In this study, a method for estimating defects in concrete from hammering test d…
View article: Identification of Physical Properties in Acoustic Tubes Using Physics-Informed Neural Networks
Identification of Physical Properties in Acoustic Tubes Using Physics-Informed Neural Networks Open
Physics-informed Neural Networks (PINNs) is a method for numerical simulation that incorporates a loss function corresponding to the governing equations into a neural network. While PINNs have been explored for their utility in inverse ana…
View article: Temporal dynamics of gait function in acute cervical spinal cord injury
Temporal dynamics of gait function in acute cervical spinal cord injury Open
Background Following spinal cord injury (SCI), gait function reaches a post-recovery plateau that depends on the paralysis severity. However, the plateau dynamics during the recovery period are not known. This study aimed to examine the ga…
View article: Changing trends in traumatic spinal cord injury in an aging society: Epidemiology of 1152 cases over 15 years from a single center in Japan
Changing trends in traumatic spinal cord injury in an aging society: Epidemiology of 1152 cases over 15 years from a single center in Japan Open
Traumatic spinal cord injury (TSCI) causes an insult to the central nervous system, often resulting in devastating temporary or permanent neurological impairment and disability, which places a substantial financial burden on the health-car…
View article: Halo vest fixation effectively maintains cervical alignment through intraoperative repositioning in patients with cervical spine instability
Halo vest fixation effectively maintains cervical alignment through intraoperative repositioning in patients with cervical spine instability Open
View article: Identification of physical properties in acoustic tubes using physics-informed neural networks
Identification of physical properties in acoustic tubes using physics-informed neural networks Open
Physics-informed Neural Networks (PINNs) is a method for numerical simulation by introducing a loss function with respect to the governing equations into a neural network. Although PINNs has been studied for its usefulness in the field of …
View article: Verification of the Accuracy of Cervical Spinal Cord Injury Prognosis Prediction Using Clinical Data-Based Artificial Neural Networks
Verification of the Accuracy of Cervical Spinal Cord Injury Prognosis Prediction Using Clinical Data-Based Artificial Neural Networks Open
Background: In patients with cervical spinal cord injury (SCI), we need to make accurate prognostic predictions in the acute phase for more effective rehabilitation. We hypothesized that a multivariate prognosis would be useful for patient…
View article: Physics-informed Neural Networks for characteristic identification of noise control systems
Physics-informed Neural Networks for characteristic identification of noise control systems Open
View article: Development of thermal simulation method using Physics-informed Neural Networks
Development of thermal simulation method using Physics-informed Neural Networks Open
View article: Zinc deficiency impairs axonal regeneration and functional recovery after spinal cord injury by modulating macrophage polarization via NF-κB pathway
Zinc deficiency impairs axonal regeneration and functional recovery after spinal cord injury by modulating macrophage polarization via NF-κB pathway Open
Background Spinal cord injury (SCI) is a devastating disease that results in permanent paralysis. Currently, there is no effective treatment for SCI, and it is important to identify factors that can provide therapeutic intervention during …
View article: Physics-informed neural network for acoustic resonance analysis in a one-dimensional acoustic tube
Physics-informed neural network for acoustic resonance analysis in a one-dimensional acoustic tube Open
This study devised a physics-informed neural network (PINN) framework to solve the wave equation for acoustic resonance analysis. The proposed analytical model, ResoNet, minimizes the loss function for periodic solutions and conventional P…
View article: Human Spinal Oligodendrogenic Neural Progenitor Cells Enhance Pathophysiological Outcomes and Functional Recovery in a Clinically Relevant Cervical Spinal Cord Injury Rat Model
Human Spinal Oligodendrogenic Neural Progenitor Cells Enhance Pathophysiological Outcomes and Functional Recovery in a Clinically Relevant Cervical Spinal Cord Injury Rat Model Open
Traumatic spinal cord injury (SCI) results in the loss of neurons, oligodendrocytes, and astrocytes. Present interventions for SCI include decompressive surgery, anti-inflammatory therapies, and rehabilitation programs. Nonetheless, these …
View article: Intraoperative Radiation Exposure from O-arm-based 3D Navigation in Spine Surgery
Intraoperative Radiation Exposure from O-arm-based 3D Navigation in Spine Surgery Open
Intraoperative radiation exposure from O-arm imaging was lower than the national diagnostic reference levels in Japan established based on the International Commission on Radiological Protection publication, demonstrating its safety from t…
View article: Zinc deficiency impairs functional recovery after spinal cord injury by promoting NF-κB activity in macrophages
Zinc deficiency impairs functional recovery after spinal cord injury by promoting NF-κB activity in macrophages Open
Background Spinal cord injury (SCI) is a devastating disease that results in permanent paralysis. Currently, there is no effective treatment for SCI, and it is important to identify factors that can provide therapeutic intervention during …
View article: Time Course and Characteristics of the Nutritional Conditions in Acute Traumatic Cervical Spinal Cord Injury
Time Course and Characteristics of the Nutritional Conditions in Acute Traumatic Cervical Spinal Cord Injury Open
Nutritional conditions showed significant gradual improvements from 1 month after the injury. We must pay attention to undernutrition, which is associated with dysphagia, especially in individuals with severe paralysis during the acute pha…
View article: Diaphragm pacing implantation in Japan for a patient with cervical spinal cord injury: A case report
Diaphragm pacing implantation in Japan for a patient with cervical spinal cord injury: A case report Open
Rationale: Traumatic cervical spinal cord injury (SCI) is a devastating condition leading to respiratory failure that requires permanent mechanical ventilation, which is the main driver of increased medical costs. There is a great demand f…
View article: Incidence and risk factors of pneumonia following acute traumatic cervical spinal cord Injury
Incidence and risk factors of pneumonia following acute traumatic cervical spinal cord Injury Open
It was highly likely that the pneumonias following CSCI were related to aspiration based on the Dysphagia Severity Scale. In addition, most of the patients developed aspiration pneumonia within 1 month after injury. Aspiration and severe p…
View article: Significance of the neurological level of injury as a prognostic predictor for motor complete cervical spinal cord injury patients
Significance of the neurological level of injury as a prognostic predictor for motor complete cervical spinal cord injury patients Open
Objective: To investigate the usefulness of the combination of neurological findings and magnetic resonance imaging (MRI) as a prognostic predictor in patients with motor complete cervical spinal cord injury (CSCI) in the acute phas…
View article: Acute spinal subdural hematoma
Acute spinal subdural hematoma Open
Rationale: Spontaneous spinal subdural hematoma (SSDH) is a rare disease that can cause severe permanent neurological dysfunction. Here we present a case of spontaneous SSDH, in which a series of magnetic resonance images (MRIs) taken thro…
View article: Acidic Fibroblast Growth Factor in Spinal Cord Injury: A Potential Therapy Which Merits Further Investigation
Acidic Fibroblast Growth Factor in Spinal Cord Injury: A Potential Therapy Which Merits Further Investigation Open
In the current issue of Neurospine, Ko et al. 1 reviewed the traumatic spinal cord injury (SCI) clinical trials completed this decade; focusing on the application of acidic fibroblast growth factor (aFGF) to promote neural regeneration.FGF…
View article: Regeneration of Spinal Cord Connectivity Through Stem Cell Transplantation and Biomaterial Scaffolds
Regeneration of Spinal Cord Connectivity Through Stem Cell Transplantation and Biomaterial Scaffolds Open
Significant progress has been made in the treatment of spinal cord injury (SCI). Advances in post-trauma management and intensive rehabilitation have significantly improved the prognosis of SCI and converted what was once an "ailment not t…
View article: Macrophage centripetal migration drives spontaneous healing process after spinal cord injury
Macrophage centripetal migration drives spontaneous healing process after spinal cord injury Open
Migration of macrophages via IRF8 toward a core lesion is important for the spontaneous recovery after spinal cord injury.
View article: Progression of local kyphosis after conservative treatment for compressive cervical spine fracture with spinal cord injury
Progression of local kyphosis after conservative treatment for compressive cervical spine fracture with spinal cord injury Open
View article: The acute phase serum zinc concentration is a reliable biomarker for predicting the functional outcome after spinal cord injury
The acute phase serum zinc concentration is a reliable biomarker for predicting the functional outcome after spinal cord injury Open
The acute-phase serum zinc concentration could be a useful biomarker for predicting the functional prognosis. This simple method will allow for more objective clinical trials and the development of patient-tailored treatment for SCI.
View article: Pathological changes of distal motor neurons after complete spinal cord injury
Pathological changes of distal motor neurons after complete spinal cord injury Open
Traumatic spinal cord injury (SCI) causes serious disruption of neuronal circuits that leads to motor functional deficits. Regeneration of disrupted circuits back to their original target is necessary for the restoration of function after …
View article: Additional file 2: of Pathological changes of distal motor neurons after complete spinal cord injury
Additional file 2: of Pathological changes of distal motor neurons after complete spinal cord injury Open
Figure S2. Lumbar motor neurons in the distal spinal cord are not lost after SCI. Both the area (A) and the number (B) of lumbar motor neurons are comparable between the Naive group and Tx3m groups (n = 8 mice per group). *P 0.05), Wilcoxo…
View article: Human Oligodendrogenic Neural Progenitor Cells Delivered with Chondroitinase ABC Facilitate Functional Repair of Chronic Spinal Cord Injury
Human Oligodendrogenic Neural Progenitor Cells Delivered with Chondroitinase ABC Facilitate Functional Repair of Chronic Spinal Cord Injury Open