In order to meet the need of autonomous control of patients with severe limb disorders, this paper designs a nursing bed control system based on motor imagery-brain computer interface (MI-BCI). In view of the low decoding performance of cross-subjects and the dynamic fluctuation of cognitive state in the existing MI-BCI technology, the neural network structure optimization and user interaction feedback enhancement are improved. Firstly, the optimized dual-branch graph convolution multi-scale neural network integrates dynamic graph convolution and multi-scale convolution. The average classification accuracy is higher than that of multi-scale attention temporal convolution network, Gram angle field combined with convolution long short term memory hybrid network, Transformer-based graph convolution network and other existing methods. Secondly, a dual visual feedback mechanism is constructed, in which electroencephalogram (EEG) topographic map feedback can improve the discrimination of spatial patterns, and attention state feedback can enhance the temporal stability of signals. Compared with the single EEG topographic map feedback and non-feedback system, the average classification accuracy of the proposed method is also greatly improved. Finally, in the four classification control task of nursing bed, the average control accuracy of the system is 90.84%, and the information transmission rate is 84.78 bits/min. In summary, this paper provides a reliable technical solution for improving the autonomous interaction ability of patients with severe limb disorders, which has important theoretical significance and application value.
Humans ; Brain-Computer Interfaces ; Deep Learning ; Electroencephalography ; Feedback, Sensory ; Neural Networks, Computer ; Beds

OBJECTIVE: To study the effective method of comprehensive evaluation and analysis of hospital valuable medical equipment performance. METHODS: The operation performance of 6 valuable equipment was evaluated by cost-benefit method, comprehensive index method and public evaluation method. RESULTS: Utilize equipment information management methods for data collection and evaluation, and construct an assessment data model based on evaluation indicators from three aspects: equipment operation status, profitability status, and scientific research contribution. CONCLUSIONS Through the performance analysis of different types of valuable medical equipment, a more real and comprehensive quantitative analysis is carried out, which plays a key role in the reasonable purchase, efficient operation and avoiding idling.
Equipment and Supplies, Hospital ; Hospitals ; Data Collection ; Information Management ; Surgical Equipment

For the transportation process of rescuing wounded personnel on naval vessels, a new type of shoulder type exoskeleton stretcher for individual soldier was designed in this paper. The three-dimensional model of the shoulder type exoskeleton stretcher for individual soldier was constructed using three dimensional modeling software. Finite element analysis technique was employed to conduct statics simulation, modal analysis, and transient dynamics analysis on the designed exoskeleton stretcher. The results show that the maximum stress of the exoskeleton stretcher for walking on flat ground is 265.55 MPa, which is lower than the allowable strength of the fabrication material. Furthermore, the overall deformation of the structure is small. Modal analysis reveals that the natural frequency range of the exoskeleton stretcher under different gait conditions is 1.96 Hz to 28.70 Hz, which differs significantly from the swing frequency of 1 Hz during walking. This indicates that the designed structure can effectively avoid resonance. The transient dynamics analysis results show that the maximum deformation and stress of exoskeleton stretcher remain within the safety range, which meets the expected performance requirements. In summary, the shoulder type exoskeleton stretcher for individual soldier designed in this study can solve the problem of requiring more than 2 people to carry for the existing stretcher, especially suitable for narrow spaces of naval vessels. The research results of this paper can provide a new solution for the rescue of wounded personnel on naval vessels.
Humans ; Stretchers ; Military Personnel ; Shoulder ; Exoskeleton Device ; Walking ; Gait ; Biomechanical Phenomena

Objective: This study aimed to examine the sleep arrangements and soothing methods and to assess their associations with sleep problems among children aged < 3 years in China. Methods: A cross-sectional survey was conducted in 2019 from six provinces in China. A total of 1,195 caregivers of children aged 0-35 months were included in the study. Data on sleep arrangements, soothing methods, and sleep problems (i.e., frequent night awakenings and difficulty falling asleep) were assessed using the Brief Infant Sleep Questionnaire. The reasons for bed-sharing in sleep arrangements were recorded using a self-designed questionnaire. Results: The bed-sharing practice was very prevalent at any age, which ranged from 69.9% to 78.3%. Most infants fell asleep while feeding or being rocked/held before age 12 months. By age 35 months, 62.4% of the children fell asleep in bed near parents. The most common reasons for bed-sharing were breastfeeding/feeding and convenience. Parental involvement when falling asleep was significantly related with frequent night awakenings and difficulty falling asleep. No association was found between bed-sharing and sleep. Conclusion Bed-sharing and parental involvement were very common among Chinese children aged < 3 years. Children who fall asleep with parental involvement were more likely to have sleep problems.
Asians ; Beds ; Child, Preschool ; China ; Cross-Sectional Studies ; Female ; Humans ; Infant ; Infant Behavior ; Infant, Newborn ; Male ; Sleep/physiology* ; Sleep Hygiene ; Sleep Wake Disorders ; Surveys and Questionnaires

With the deepening of China's medical reform, the scale of hospital equipment assets at all levels is also expanding. In the face of large-scale and various equipment assets, the traditional single machine statistical management method not only has a single interface, poor data accuracy and is not compatible with other systems, but also is difficult to achieve "full life cycle" management. In order to solve above problems, the Ninth People's Hospital Affiliated to Shanghai Jiao Tong University of Medicine aims to use the Internet of Things to build a medical equipment management information platform, realize the whole hospital area, whole subject and whole process management of medical materials, and achieve the objectives of business linkage, information connectivity and data sharing between management departments and clinical departments.
China ; Equipment and Supplies, Hospital ; Hospitals ; Humans ; Information Dissemination ; Information Management

In the context of public health emergencies, a Hospital used the existing SPD supply chain model as a basis, research and practice proceeded simultaneously and formed a set of "three-group three-port" emergency plan by itself. The program played a positive role and effectiveness in this emergency incident, assisting the hospital to obtain a valuable experience in closed-loop management of emergency supplies. This article elaborated on how the hospital can supply materials in case of emergency medical supplies shortage after emergencies by focusing on the three groups of closed-loop working group, inventory management group, and material procurement group, and the three ports of material storage port, logistics receiving and dispatching port, and closed-loop releasing port. In the case of emergency medical supplies being in short supply after emergencies, how can hospitals ensure adequate and balanced supply of supplies; barrier-free demand information; command and dispatch without chaos and reasonable deployment; materials receiving and dispatching are efficient and distributed in an orderly manner.
Emergencies ; Equipment and Supplies, Hospital ; Hospitals ; Humans ; Public Health

OBJECTIVE: To optimize the maintenance quality management of MRI equipment and ensure the quality and safety of its clinical use. METHODS: The data of failure time and repair time of a MRI equipment in three years were collected by magnetic resonance repair report system, and then the reliability, availability and maintainability(RAM) were studied and analyzed. RESULTS: The results of reliability analysis showed that the communication module was the key subsystem of the MRI equipment. The results of usability analysis showed that RF module was a key subsystem of MRI equipment. Maintainability results showed that the proportion of the MRI equipment not fully utilized due to maintenance-related problems was 2.58%. In order to improve the availability of MRI equipment, the maintenance time of MRI equipment should be shortened. CONCLUSIONS RAM-based analysis of MRI equipment can help hospital equipment managers to carry out the work of operation optimization, maintenance strategy formulation and safety management of MRI equipment.
Equipment Safety ; Equipment and Supplies, Hospital ; Magnetic Resonance Imaging ; Reproducibility of Results ; Safety Management

OBJECTIVE: To investigate the risk of adverse events in the clinical use of infant incubators of three kinds of national medical devices in Zhejiang Province. METHODS: Semi-quantitative matrix analysis was used to analyze the risk of adverse events related to incubator products in Zhejiang province from August 2018 to August 2019. RESULTS: Through the risk analysis of 213 cases of adverse events of infant incubator product, the risk point and degree of the product in practical clinical application were evaluated. CONCLUSIONS Through the evaluation results of the production enterprises, medical institutions put forward relevant recommendations to reduce the risk of product use to prevent the recurrence of serious adverse events in the use of the product and spread.
Humans ; Incubators, Infant ; Infant

OBJECTIVE: To study the effect and safety of vacuum stretcher combined with feeding in cranial magnetic resonance imaging (MRI) examination for neonates. METHODS: A prospective study was performed for the neonates with hyperbilirubinemia, with a gestational age of >34 weeks and stable vital signs, who needed cranial MRI examination and did not need oxygen inhalation hospitalized in the Department of Neonatology, Children's Hospital of Zhejiang University School of Medicine, from September to November, 2019. The neonates were randomly divided into a vacuum stretcher combined with feeding group and a conventional sedation group. Vital signs were monitored before, during, and after MRI examination. The success rate of MRI procedure was recorded. RESULTS: A total of 80 neonates were enrolled in the study, with 40 neonates in the vacuum stretcher combined with feeding group and 40 in the conventional sedation group. The vacuum stretcher combined with feeding group had a significantly higher success rate of MRI procedure than the conventional sedation group (P<0.05). As for the neonates who underwent successful MRI examination, the fastest heart rate after examination in the vacuum stretcher combined with feeding group was significantly lower than that in the conventional sedation group (P<0.05), while there were no significant differences between the two groups in transcutaneous oxygen saturation, respiratory rate, and body temperature before and after MRI examination (P>0.05). No complications, such as apnea, acute allergic reactions, and malignant fever, were observed. CONCLUSIONS Vacuum stretcher combined with feeding can improve the success rate of MRI procedure and reduce the use of sedatives, and meanwhile, it does not increase related risks.
Humans ; Hypnotics and Sedatives ; Infant, Newborn ; Magnetic Resonance Imaging ; Prospective Studies ; Stretchers ; Vacuum

The construction of county and district medical community is an important measure for high-quality medical resources to "double sink and improve". In this study, we have initially constructed a medical equipment quality control system for members of the regional medical community. The current situation of lack of professional medical equipment management personnel and quality control equipment in primary medical institutions has been alleviated, the quality control level of medical equipment in primary medical institutions has been improved, and a new management model for quality control of primary medical equipment has been explored.
Equipment and Supplies, Hospital/standards* ; Materials Management, Hospital/organization & administration* ; Quality Control