Traditional manual testing of ventilator performance is labor-intensive, time-consuming, and prone to errors in data recording, making it difficult to meet the current demands for testing efficiency in the development and manufacturing of ventilators. Therefore, in this study we designed an automated testing system for essential performance parameters of ventilators. The system mainly comprises a ventilator airflow analyzer, an automated switch module for simulated lungs, and a test control platform. Under the control of testing software, this system can perform automated tests of critical performance parameters of ventilators and generate a final test report. To validate the effectiveness of the designed system, tests were conducted on two different brands of ventilators under four different operating conditions, comparing tidal volume, oxygen concentration, and positive end expiratory pressure accuracy using both the automated testing system and traditional manual methods. Bland-Altman statistical analysis indicated good consistency between the accuracy of automated tests and manual tests for all respiratory parameters. In terms of testing efficiency, the automated testing system required approximately one-third of the time needed for manual testing. These results demonstrate that the designed automated testing system provides a novel approach and means for quality inspection and measurement calibration of ventilators, showing broad application prospects.
Ventilators, Mechanical/standards* ; Equipment Design ; Humans ; Automation

Hearing loss is the most prevalent disabling disease. Cochlear implantation（CI） serves as the primary intervention for severe to profound hearing loss. This consensus systematically explores the value of genetic diagnosis in the pre-operative assessment and efficacy prognosis for CI. Drawing upon domestic and international research and clinical experience, it proposes an evidence-based medicine three-tiered prognostic classification system（Favorable, Marginal, Poor）. The consensus focuses on common hereditary non-syndromic hearing loss（such as that caused by mutations in genes like GJB2, SLC26A4, OTOF, LOXHD1） and syndromic hereditary hearing loss（such as Jervell & Lange-Nielsen syndrome and Waardenburg syndrome）, which are closely associated with congenital hearing loss, analyzing the impact of their pathological mechanisms on CI outcomes. The consensus provides recommendations based on multiple round of expert discussion and voting. It emphasizes that genetic diagnosis can optimize patient selection, predict prognosis, guide post-operative rehabilitation, offer stratified management strategies for patients with different genotypes, and advance the application of precision medicine in the field of CI.
Humans ; Cochlear Implantation ; Prognosis ; Hearing Loss/surgery* ; Consensus ; Connexin 26 ; Mutation ; Sulfate Transporters ; Connexins/genetics*

Objective To evaluate the impact of flash glucose monitoring(FGM)system on glycemic control and adverse pregnancy outcome in pregnant women with type 2 diabetes mellitus(T2DM).Methods This prospective,open-label,randomized,controlled clinical trial involved 109 women with T2DM at 16～18 weeks of gestation who visited Liaocheng People's hospital and Liaocheng Women and Children Hospital from June 2018 to June 2022.They were randomly assigned to FGM group(54 cases)and control group(55 cases).The FGM group wore FGM at 20,24,28 and 32 weeks of pregnancy respectively.The Con group underwent self-monitoring of blood glucose(SMBG).Both groups adjusted insulin doses based on blood glucose monitoring results.HbA1c was measured at 18 weeks and 36 weeks of pregnancy.Information related to adverse pregnancy outcomes was compared between the two groups.Results Fasting and postprandial glucose and HbA1c were significantly lower in FGM group compared with con group(P<0.05).Neonatal hypoglycemia was significantly lower in FGM group(P<0.05).There was no difference between the two groups in terms of BMI,insulin dose,gestational week of delivery,Apgar score,neonatal weight and the incidence of preeclampsia,premature delivery,polyhydramnios,cesarean section,SGA,macrosomia and postpartum hemorrhage(P>0.05).Time in range(TIR),time below range(TBR),time above range(TAR),and mean amplitude of glucose excursion(MAGE)were significantly improved at 32 weeks compared to 20 weeks in FGM group(P<0.05).Conclusions Repeated intermittent use of FGM in pregnant women with T2DM could reduce the blood glucose level and the incidence of neonatal hypoglycemia.

Objective To evaluate the accuracy of three-dimensional(3D)reconstruction of the gallbladder volume based on computed tomography(CT)images and study the biomechanical changes in gallbladder motility to explore the relationship between gallbladder dynamics and gallstone formation.Methods A method for calculating gallbladder volume based on CT 3D reconstruction of The gallbladder model was proposed and compared with the ellipsoid method.A finite element model of the gallbladder was constructed for fluid dynamics analysis to simulate changes in gallbladder motor function under different angles of convergence between the cystic and common bile ducts and in the presence of gallstones.Results The mean errors of the specific gallbladder model volume and ellipsoid volume of the 50 patients were 7.26％and 25.35％,respectively.During the refilling period,the maximum pressure,deformation,and flow velocity of the pear-shaped gallbladder were significantly higher than those of the gourd-shaped gallbladder.The angle between the gallbladder and common bile duct had little effect on the bile flow pattern,and the maximum bile flow rate was reached at an angle of 120°.The bile flow velocity of the gallbladder with calculus was lower than that of the gallbladder without calculus,and there was a vortex near the calculus.Conclusions Calculating gallbladder volume based on CT 3D reconstruction is more accurate than the ellipsoid method.Compared with a pear-shaped gallbladder,a gourd-shaped gallbladder has lower gallbladder wall contraction,bile flow rate,and poor motor function.The bile flow rate in the gallbladder is slow,which is more likely to lead to the enlargement of gallstones or the formation of new gallstones.

Objective·To investigate the pathological and physiological changes underlying noise-induced cochlear nucleus damage and the regulating function of astrocytes on the damage,using a combination of morphological analysis,and molecular biology techniques.Methods·Forty-eight male C57BL/6J mice were randomly divided into two groups and exposed to 110 dB SPL(sound pressure level)broadband noise for 2 hours.Auditory brainstem response(ABR)tests were performed on the mice on days 1,7,14,30,and 90 after the noise exposure.Immunofluorescence staining of cochlear nuclear tissue was conducted to observe cochlear nuclear neurons and auditory synapses,as well as astrocyte activation levels.In addition,the damage to the cochlear nuclear neurons and synapses caused by noise was verified through Western blotting.Results·A significant decrease in cochlear nuclear Bushy cells after noise exposure was observed.The Western blotting results showed that there was severe loss of nerve fibers in cochlear nuclear neurons,indicating that noise caused significant damage to cochlear nucleus neurons.Moreover,a significant loss of auditory synapses labeled with vesicular glutamate transporter 1(Vglutl)was observed,which was the severest on day 14 after noise exposure and slowly recovered on day 90.Interestingly,astrocytes in the cochlear nucleus displayed obvious clustering and activation after noise exposure.By staining with glial fibrillary acidic protein(GFAP),most astrocytes were distributed around the cochlear nucleus,granule cell area,and auditory nerve root before noise exposure,and they had a small size.However,on day 14 after noise exposure,a large number of activated astrocytes aggregated in the ventral cochlear nucleus,and they all showed a pattern of growth around the synapses.Conclusion·Noise exposure leads to significant damage in the cochlear nucleus,and it is possible that astrocytes are involved in its damage and repair processes.These findings will provide a crucial foundation for further understanding the mechanisms of sound signal analysis,integration,and neural plasticity in the cochlear nucleus.

Objective:To establish and validate a gallstones classification method based on deep learning.Methods:A total of 618 gallstones samples were collected from East Hospital Affiliated to Tongji University, and 1 023 high-definition cross-sectional gallstones profile images were captured to construct a cross-sectional gallstones profile image dataset. Based on the traditional eight-category gallstones classification method, a lightweight network model, MobileNet V3, was trained using deep learning and transfer learning methods. The classification performance of MobileNet was evaluated using a confusion matrix with metrics such as accuracy rate, precision rate, F1 score, and recall rate. The MobileNet V3 was improved and further validated using accuracy and loss values.Results:The accuracy rate (94.17%), precision rate (94.03%), F1 score (92.96%) and recall rate (92.99%) of the improved MobileNet V3 model were better than other networks. The improved MobileNet V3 model achieved the highest accuracy rate (94.17%) in gallstones profile classification and was validated by the test set. The confusion matrix showed a weighted average of accuracy rate (92.0%), precision rate (92.6%), and F1 score (92.2%) for each category of gallstones.Conclusions:Based on deep learning, a high-accuracy gallstones classification method is proposed, which provides a new idea for the intelligent identification of gallstones.

Our hospital first used the housing and training information management platform in 2018 in order to improve the management efficiency and teaching quality of standardized resident training in the Department of Otolaryngology-Head and Neck Surgery. Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, through continuous optimization and upgrading of system functions and the mobile APP terminal, the integrated development of teaching and management and the maximization of resource sharing have been realized, thus making up for the defects and deficiencies of the traditional resident training management mode. Our practice shows that the new resident training management mode based on informatization mobile platform can not only save time and effort for departments to grasp all aspects of resident training management, but also enable residents to complete the resident training plan step by step and reasonably with improvement in their knowledge, skills, and competence. Therefore, the new resident training management mode has broad application prospects.

Objective:To assess the severity of hypoxic-ischemic brain damage (HIBD) in neonatal rats and predict the occurrence of subsequent neurobehavioral abnormalities after brain injury by scoring and magnetic resonance imaging (MRI).Methods:7-day-old of 60 Sprague-Dawley (SD) rats were randomly divided into control group (14 rats), sham operation group (14 rats) and HIBD model group (32 rats). HIBD model was established by right common carotid artery dissection with Rice-Vannucci method and hypoxia. Within 24 h after modeling, the rats in the model group were evaluated by general condition score and Longa score, and the surviving rats with moderate and severe HIBD were selected for the experiment. 24 h after modeling, 5 rats of the model group were randomly selected for 2,3,5-triphenyltetrazole chloride staining to verify cerebral infarction. 1 week after modeling, 6 rats from each group were randomly selected for hematoxylin-eosin staining to observe HIBD brain injury. 4 weeks after modeling, 4 rats were randomly selected from the control group and the sham operation group, and 8 rats from the remaining model group were used to evaluate the volume of brain damage by MRI. 5-6 weeks after modeling, the remaining 8 rats from each group were subjected to the Cylinder test, and at 13 weeks, they underwent the Morris water maze test to evaluate their neurobehavior.Results:In HIBD model group, 19 rats with moderate to severe HIBD were selected from 32 rats. 24 h after modeling, cerebral infarction was verified in all rats, indicating moderate to severe HIBD. Brain tissue pathology observed 1 week after modeling revealed predominantly gray matter brain damage. MRI showed that 7 out of 8 rats had moderate to severe HIBD. Compared to the control and sham operation groups, the model group exhibited a significant decrease in the usage rate of the left forelimb in the Cylinder test at 5-6 weeks after modeling ( P<0.05), and the latency period in Morris water maze test was significantly prolonged at 13 weeks after modeling ( P<0.05), and the times of crossing platform quadrant were significantly reduced ( P<0.05). There was no significant difference in the right brain injury volume between 24 h and 4 weeks model group ( P>0.05). The brain injury volume in model group was negatively correlated with the usage rate of left forelimb in cylinder test at 5-6 weeks and the times of crossing platform quadrant in Morris water maze test at 13 weeks ( P<0.05), and positively correlated with latency period in Morris water maze test at 13 weeks ( P<0.05). Conclusions:Within 24 h of HIBD modeling, the severity of brain injury can be preliminarily predicted by general condition score and Longa score. 4 weeks after modeling, in the chronic phase of brain injury, MRI was proved to be an excellent predictor for mid-term and long-term neurobehavioral abnormalities in HIBD rats.

Facial paralysis causes both physical pain and psychological distress to patients. It is difficult for a patient with facial paralysis to engage with a normal social life and at work. Progresses have been made in recent years in the treatment of facial paralysis. More attentions have been caught by masseteric to facial nerve transposition, which has advantages of adjacency in location, abundancy in nerve supply and reliability in the outcome and now has deemed an important option of facial reanimation. It has not been long since the application of the technique of masseteric to facial nerve transposition in China, therefore it still lacks a universal guidance on practice. In order to achieve the aim of better quality control and popularisation of the technique, hereby a consensus with suggestions on facial reanimation with masseteric to facial nerve transposition is proposed as the reference for surgeons specialised in facial reanimation. This consensus is proposed, discussed and drafted by experts from plastic and reconstructive surgery, oral and maxillofacial surgery, head and neck surgery and neurosurgery.