Electroencephalogram (EEG) serves as an effective indicator of detecting fatigue driving. Utilizing the open accessible Shanghai Jiao Tong University Emotion Electroencephalography Dataset (SEED-VIG), driving states are divided into three categories including awake, tired and drowsy for investigation. Given the characteristics of mutual influence and interdependence among EEG channels, as well as the consistency of the graph convolutional neural network (GCNN) structure, we designed an adjacency matrix based on the Pearson correlation coefficients of EEG signals among channels and their positional relationships. Subsequently, we developed a GCNN for recognition. The experimental results show that the average classification accuracy of driving state categories for 20 subjects, from the SEED-VIG dataset under the smooth feature of differential entropy (DE) linear dynamic system is 91.66%. Moreover, the highest classification accuracy can reach 98.87%, and the average Kappa coefficient is 0.83. This work demonstrates the reliability of this method and provides a guideline for the research field of safe driving brain computer interface.
Humans ; Electroencephalography/methods* ; Neural Networks, Computer ; Fatigue/physiopathology* ; Automobile Driving ; Brain-Computer Interfaces ; Signal Processing, Computer-Assisted ; Convolutional Neural Networks

The development and potential application of brain-computer interface (BCI) technology is closely related to the human brain, so that the ethical regulation of BCI has become an important issue attracting the consideration of society. Existing literatures have discussed the ethical norms of BCI technology from the perspectives of non-BCI developers and scientific ethics, while few discussions have been launched from the perspective of BCI developers. Therefore, there is a great need to study and discuss the ethical norms of BCI technology from the perspective of BCI developers. In this paper, we present the user-centered and non-harmful BCI technology ethics, and then discuss and look forward on them. This paper argues that human beings can cope with the ethical issues arising from BCI technology, and as BCI technology develops, its ethical norms will be improved continuously. It is expected that this paper can provide thoughts and references for the formulation of ethical norms related to BCI technology.
Humans ; Brain-Computer Interfaces ; Technology ; Brain ; User-Computer Interface ; Electroencephalography

Objective:To investigate the efficacy of free superficial circumflex iliac artery perforator flap (SCIAPF) in reconstruction of the donor site of hallux nail flap.Methods:From December 2015 to December 2022, Section Ⅲ of Department of Hand Surgery of Hangzhou Plastic Surgery Hospital conducted thumb reconstruction surgery with free hallax nail flaps for 12 patients with traumatic defects of thumbs. Six patients had degloving injuries of thumb with intact bone scaffold and extensor-flexor tendon. Among the other 6 patients with thumb defects, 3 had grade I defect, 2 had grade II defect and 1 had grade Ⅲ defect, according to Gu Yudong's classification. Free SCIAPFs were used to reconstruct the donor sites of hallux nail flaps. Sizes of the flaps were 3.0 cm× 6.5 cm-9.0 cm ×7.0 cm. All donor sites in the abdomen were directly sutured. After surgery, functional evaluations of the reconstructed thumb were conducted through follow-ups at outpatient clinics and(or) by WeChat interviews, according to the Evaluation Trial Standards of Upper Limb Partial Functional of Hand Surgery of Chinese Medical Association, and the functional evaluation of donor feet was conducted according to the Maryland foot function evaluation standard.Results:Successful survival of the 9 cases of flap in the donor site of hallux nail flap. One patient had venous occlusion of flap and survived after timely surgical exploration. One flap had partial necrosis at the tip of flap, and the wound was eliminated with local transfer of a flap. One patient had necrosis over most of the flap with the base of the flap survived, and the wound was repaired by a stage-II skin grafting. The donor sites at groin healed in stage-I in all of 11 patients with a linear scar. One patient who had haematoma at the donor site was cured by removal of the haematoma and a re-suture. All the patients received a 3 to 24 months of postoperative follow-up. According to the Evaluation Trial Standards of Upper Limb Partial Functional of Hand Surgery of Chinese Medical Association, 10 patients were in excellent and 2 in good. All of the great toes remained with original length and recovered normal flexion and extension. No patient suffered pain while walking and running. According to the Maryland foot function evaluation standard, 10 patients were in excellent and 2 in good. All SCIAPFs were satisfactory in colour and texture. Five patients had bloated flaps and underwent Hacks in the stage-Ⅱ.Conclusion:Application of a free SCIAPF in reconstruction of the donor site for hallux nail flap can effectively preserve the appearance and function of the donor site. Meanwhile, the scar in the donor site of groin is concealed with little damage, therefore the groin meets the requirements as a donor site of a flap.

Multi-modal brain-computer interface and multi-modal brain function imaging are developing trends for the present and future. Aiming at multi-modal brain-computer interface based on electroencephalogram-near infrared spectroscopy (EEG-NIRS) and in order to simultaneously acquire the brain activity of motor area, an acquisition helmet by NIRS combined with EEG was designed and verified by the experiment. According to the 10-20 system or 10-20 extended system, the diameter and spacing of NIRS probe and EEG electrode, NIRS probes were aligned with C3 and C4 as the reference electrodes, and NIRS probes were placed in the middle position between EEG electrodes to simultaneously measure variations of NIRS and the corresponding variation of EEG in the same functional brain area. The clamp holder and near infrared probe were coupled by tightening a screw. To verify the feasibility and effectiveness of the multi-modal EEG-NIRS helmet, NIRS and EEG signals were collected from six healthy subjects during six mental tasks involving the right hand clenching force and speed motor imagery. These signals may reflect brain activity related to hand clenching force and speed motor imagery in a certain extent. The experiment showed that the EEG-NIRS helmet designed in the paper was feasible and effective. It not only could provide support for the multi-modal motor imagery brain-computer interface based on EEG-NIRS, but also was expected to provide support for multi-modal brain functional imaging based on EEG-NIRS.

Brain control is a new control method. The traditional brain-controlled robot is mainly used to control a single robot to accomplish a specific task. However, the brain-controlled multi-robot cooperation (MRC) task is a new topic to be studied. This paper presents an experimental research which received the "Innovation Creative Award" in the brain-computer interface (BCI) brain-controlled robot contest at the World Robot Contest. Two effective brain switches were set: total control brain switch and transfer switch, and BCI based steady-state visual evoked potentials (SSVEP) was adopted to navigate a humanoid robot and a mechanical arm to complete the cooperation task. Control test of 10 subjects showed that the excellent SSVEP-BCI can be used to achieve the MRC task by appropriately setting up the brain switches. This study is expected to provide inspiration for the future practical brain-controlled MRC task system.

BACKGROUND:Vascularuzed fibular graft is one of the effective methods for repair of large segmental bone defects in the extremities OBJECTIVE:To explore the clinical effects of vascularized fibular graft for repairing large segmental bone defects in the extremities. METHODS:Twenty-eight non-malignant patients who received vascularized fibular graft for repairing large segmental bone defects in the extremities and were folowed up for more than 20 months were enroled. After lesion removal, vascularized fibula bone graft was used to repair the bone defects. If cases combined with soft tissue defects, fibula flap or anterolateral thigh flap was adopted. RESULTS AND CONCLUSION: Al patients were folowed up for 20 months to 6 years. The grafted bones were healed with the surrounding bone at 3-8 months after fibula bone grafting. The grafted bone was enlarged near to the diameter of recipient bone at 10-22 months after grafting. Based on the Enneking system, the average score of large segmental tibia bone defects was 24.2 points with 81% limb function recovered and 94.1% patient satisfaction; the average score of large segmental femur bone defects was 26.3 points with 87.7% limb function recovered and 100% patient satisfaction; the average score of large segmental bone defects of the distal radius and ulna was 21.75 points with 72.5% limb function recovered and 100% patient satisfaction. These findings reveal that vascularized fibular graft for repairing large segmental bone defects in extremities can effectively promote bone healing and reduce disability, infection, amputation rate; moreover, patients are satisfied with the postoperative recovery of limb function.

Objective To discuss the efficacy and safety of endoscopic endonasal transsphenoidal surgery for sympatomatic Rathke' s cleft cysts.Methods The clinical manifestations, imaging features, surgical methods, pathology features, postoperative complications, postoperative recurrence and outcomes of 24 patients with Rathke's cleft cysts, admitted to our hospital from January 2007 to December 2014, were reviewed retrospectively.Results Total resection was achieved in 0 patient and subtotal resection was achieved in 24 patients.In the 16 patients with headache, 4 got relief and 12 achieved cure.In the 9 patients with hypopsia, 3 recovered to normal, 5 got improvement and one enjoyed no obvious changes.In the 21 patients with endocrine function disorder, 2 recovered to normal, 2 got improvement and one had transient diabetes insipidus.One patient appeared transient diabetes insipidus.Nine patients had transient decreased thyroid hormones, and those patients with progesterone, follicle stimulating hormone, luteinizing hormone, growth hormone and prolactin disorders recovered to normal;one patient got postoperative recurrence and accepted surgery for the second time.Conclusion Endoscopic endonasal transsphenoidal surgery is a rational choice for sympatomatic Rathke' s cleft cysts, which can effectively perform the cyst drainage and resection of the capsule wall, enjoying small trauma, safety and low postoperative recurrence rate.

Objective To analyze causes for postoperative coxa vara and anti-rotation nail cutting-out after treatment of brittle femoral intertrochanteric fractures with proximal femoral nails ( PFN ).Methods An retrospective study was done on 227 patients with intertrochanteric fracture treated with PFN from June 2006 to February 2009. The causes for postoperative coxa vara and anti-rotation nail cutting-out were analyzed. Harris score was used to evaluate the functional recovery of the hip joint. Results Of all, 221 patients were followed up for 12-48 months (mean 23 months) and six patients were died from serious internal disease within one year. According to Harris evaluation system, the results were excellent and good in 183 patients, fair in 30 and poor in 14. Postoperative coxa vara and anti-rotation nail cuttingout occurred in 16 patients, eight of whom received reoperation to remove internal fixation and skeletal traction at abducent position and the other eight received prosthetic replacement. Conclusions Treatment of proximal femoral fracture with PFN requires a high precision of reduction and operation. Many factors including lateral cortical bone conditions of tuberosity, postoperative patient's cognitive condition,use of improved Jensen-Evans classification and Singh's classification may affect operation outcome.

Objective To investigate the classification and its application in one-stage repair of massive posttraumatic bone defects which are infection-induced and refractory in lower extremities. Methods From March 2002 to December 2008, we treated 42 patients with massive posttraumatic refractory infection-induced bone defects in lower extremities. We classified the defects into 3 types: simple massive infection-induced bone defects (type Ⅰ), massive infection-induced bone and soft-tissue defects (type Ⅱ) and massive infection-induced bone defects plus limb shortening (type Ⅲ). After thorough debridement, various types of vascularized fibular grafts were used to repair the 3 kinds of defects accordingly. Simple fibular grafts were used in 6 cases, transplantation with fibular and skin flaps was used in 31 cases, fibular grafts combined with anterior lateral thigh flap in 4 cases, and one-stage limb lengthening and fibular graft in one. Results The follow-ups of 6 to 41 (average, 26. 3) months revealed that the refractory bone defects were repaired successfully in 38 cases, amputation due to necrosis of fibular grafts in 2 cases and uncontrolled infection in 2 cases. In the 38 cases, infections were controlled effectively, circulation of the traumatic limbs was good,contour and function were restored satisfactorily, and no obvious complication was found in donor limbs. By Johner-Wruhs evaluation, 17 cases were excellent, 18 cases good, 3 cases fair and 4 cases poor, with a total excellent and good rate of 83.33%. Conclusions Refractory and massive posttraumatic infection-induced bone defects in lower extremities can be classified into 3 types. They can be repaired using various types of vascularized fibular grafts according to the defect types at one-stage.