Automatic feature extraction and fusion recognition of motor imagery EEG using multilevel multiscale CNN.

A motor imagery EEG (MI-EEG) signal is often selected as the driving signal in an active brain computer interface (BCI) system, and it has been a popular field to recognize MI-EEG images via convolutional neural network (CNN), which poses a potential problem for maintaining the integrity of the time-frequency-space information in MI-EEG images and exploring the feature fusion mechanism in the CNN. However, information is excessively compressed in the present MI-EEG image, and the sequential CNN is unfavorable for the comprehensive utilization of local features. In this paper, a multidimensional MI-EEG imaging method is proposed, which is based on time-frequency analysis and the Clough-Tocher (CT) interpolation algorithm.

Complications and Prevention Strategies of Oblique Lateral Interbody Fusion Technique.

Objective: To analyze the early complications and causes of oblique lateral interbody fusion, and put forward preventive measures.

Methods: There were 235 patients (79 males and 156 females) analyzed in our study from October 2014 to May 2017. The average age was 61.

[Case control study on two different surgical approaches combined fixation with lumbar interbody fusion for the treatment of single segmental lumbar vertebra diseases].

Objective: To discuss the advantages and disadvantages of two different surgical approaches combined fixation with lumbar interbody fusion in treating single segmental lumbar vertebra diseases.

Methods: The clinical data of 86 patients with single segmental lumbar vertebra diseases treated from June 2011 to June 2013 was retrospectively analyzed. There were 33 males and 53 females, aged from 28 to 76 years old with an average of 53.

Mixed Fixation and Interbody Fusion for Treatment Single-Segment Lower Lumbar Vertebral Disease: Midterm Follow-up Results.

Objective: To investigate the midterm outcomes of unilateral pedicle screws combined with contralateral gunsight-guided translaminar facet screw fixation and interbody fusion for treatment of single-segment lower lumbar vertebral disease.

Methods: A total of 78 patients with various lower lumbar single-segment vertebral diseases were treated in our department from January 2008 to December 2011. There were 21 males and 57 females, with an average age of 52.

[Two different fixation methods combined with lumbar interbody fusion for the treatment of two-level lumbar vertebra diseases: a clinical comparison study].

Objective: To investigate the advantages and disadvantages of unilateral pedicle screw fixation combined with contralateral translaminar facet screw fixation and interbody fusion with cages in the treatment of two-level lumbar vertebra diseases, by comparing bilateral pedicle screw fixation and interbody fusion with cages.

Methods: Forty-nine patients with two-level lumbar diseases who received treatments from June 2009 to December 2011 were included in this study. Among these patients, 23 patients received unilateral pedicle screw fixation combined with contralateral translaminar facet screw fixation and interbody fusion with cages (combined fixation group) and the remaining 26 patients underwent bilateral pedicle screw fixation and interbody fusion with cages (bilateral fixation group).

Combination of percutaneous unilateral translaminar facet screw fixation and interbody fusion for treatment of lower lumbar vertebra diseases: a follow-up study.

Objective: To investigate the feasibility and efficacy of sight-guided percutaneous unilateral translaminar facet screw fixation (TLFSF) with interbody fusion for treatment of lower lumbar vertebra diseases.

Methods: Twenty-nine adult patients with lower lumbar disease underwent sight-guided percutaneous unilateral TLFSF combined with microsurgical spinal decompression, discectomy, and interbody fusion from June 2007 to June 2008. All 29 patients had low back pain caused by lumbar disc degeneration (20 cases), in situ recurrent lumbar disc herniation (2), primary diskitis (1), lumbar disc herniation with spinal stenosis (3), and first-degree lumbar degenerative spondylolisthesis (3).

[Injury characteristics and surgical treatment of lower lumbar vertebral burst fractures].

Objective: To investigate the feasibility of utilizing self-designed score system for lower lumbar vertebral burst fractures to select surgical approach.

Methods: From January 2006 to December 2011, the clinical data of 56 patients with lower lumbar vertebra burst fractures who underwent surgical treatment were retrospectively analyzed. There were 42 males and 14 females with an average age of 43.