1.Construction of An Automated Segmentation Visual Foundation Model for Pathological Images of Hemorrhoids and Its Application in Traditional Chinese Medicine Clinical Syndrome Analysis
Shijie ZHANG ; Ao ZHANG ; Kang WANG ; Bin KANG ; Xiaofan YU ; Xujing FENG ; Jinyu CAO ; Wenzhen HUANG ; Kang DING
Journal of Traditional Chinese Medicine 2026;67(7):764-769
This paper proposes a two-stage method integrating visual foundation models (VFM) and diffusion models. The segment anything model (SAM) as VFM is combined with the SegRefiner diffusion model to construct the SAM-SegRefiner framework for automated segmentation of edema, inflammation, and thrombus regions in histopathological images of hemorrhoidal tissue, providing a reproducible technical tool for the objective quantification of pathological morphology and its application in traditional Chinese medicine (TCM) syndrome research. Trained and validated on multi-center retrospective data, the SAM-SegRefiner model achieved an average pixel accuracy of 95.32% and a mean intersection over union (mIoU) of 66.81% on an independent test set, significantly outperfor-ming comparative models such as U-Net, MixU-Net, and SAM-Med2D, and also demonstrating robust cross-center generalization capability. Furthermore, by correlating the quantitatively segmented results from the model with the patients' TCM syndrome types, the potential associations between pathomorphological features and TCM syndrome differentiation have been explored. The analysis revealed no statistically significant differences in the degree of inflammatory infiltration and thrombus formation among different syndrome types, suggesting a complex relationship between local pathological changes and systemic syndrome manifestations.
2.Practice and exploration in the co-building of culture at large shelter hospitals by doctors and patients
Yanmin DING ; Xujing ZHANG ; Feng JING ; Zhitao YANG ; Hanbing SHANG ; Zhidong GU ; Jingsheng LIN ; Ying CHEN ; Yufang BI ; Erzhen CHEN
Chinese Journal of Hospital Administration 2022;38(8):609-612
Hospital culture plays an important role in the orderly operation of large shelter hospitals as well as epidemic prevention and control.From April to May 2022, the shelter hospital of the National Convention and Exhibition Center(Shanghai) had created the large shelter hospital culture co-built by doctors and patients with a greater sense of belonging by taking measures such as joint party building between doctors and patients, giving play to the vanguard force of party members, carrying out various forms of cultural, sports and science popularization activities, encouraging enthusiastic patients to participate in activity planning, focusing on key groups, formulating shelter " residents convention", and so on. These measures ultimately formed cultural adaptation, cultural synchronization and cultural shaping, which were conducive to enhancing the empathy of doctors and patients, improving the effectiveness of medical implementation, and promoting the standardization of shelter management system. This harmonious, warm and autonomous culture co-built by doctors and patients effectively ensures the safe and orderly operation of the shelter hospital, and provides reference for the construction of the cultural system of large shelter hospitals in China.
3.Nursing care of an elderly patient with fulminant myocarditis and acute myocardial infarction in emergency heart transplantation
Xujing ZHU ; Jiehui FENG ; Yangzi WANG
Chinese Journal of Practical Nursing 2021;37(31):2473-2477
Objective:To summarize the nursing points of emergency heart transplantation in an elderly patient with fulminant myocarditis and acute myocardial infarction.Methods:Hemorrhage early warning care, cyclic goal-oriented care, rejection and staged care, infection prevention and control care, difficult ventilator weaning care, and individualized rehabilitation care were provided to elderly patient with fulminant myocarditis and acute myocardial infarction after emergency heart transplantation in July 2020 in the First Hospital Affiliated to Zhejiang University and the effects were observed.Results:The patient's heart function recovered well after the transplantation, and no rejection reaction occurred. Before discharge, the patient was clear, active and optimistic, eating on his own, walking 300 meters in 6 minutes, and the vital signs were stable. One month after discharge, the patient was followed up to take care of himself and was in a stable mood.Conclusions:Carrying out bleeding prevention, circulatory care, rejection care, infection prevention and control care, ventilator difficulty weaning care and individualized rehabilitation care for elderly patients with fulminant myocarditis and acute myocardial infarction after emergency heart transplantation are effective means to ensure the success of the operation and the recovery of patients after the operation.

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