1.Artificial intelligence-based quality control of hand hygiene for hospital-acquired infection
Xuchen YANG ; Jingwen LI ; Wan ZHANG ; Shasha FENG ; Min ZENG ; Jianan SHI ; Youqiong CHEN ; Tao ZHENG ; Xun YAO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(02):241-247
Objective To explore an artificial intelligence (AI)-based method for automated hand hygiene monitoring and to compare the effectiveness of three algorithms (UniFormerV2, TDN, C3D) in recognizing hand hygiene steps in surgical settings, thereby aiding hospital infection control. Methods From April to October 2024, we non-invasively collected 641 video recordings of healthcare staff performing hand hygiene at four-bay scrub sinks in two tertiary hospitals using overhead HD cameras. The dataset was annotated by five trained experts for model training and validation. Results Following training on 385 samples, internal validation (n=119) showed the C3D model achieved 81% accuracy, 87% recall, and an 83% F1-score. The TDN model achieved 93%, 91%, and 92% for the same metrics. The UniFormerV2 model outperformed both, with an accuracy, recall, and F1-score of 93%—an improvement of over 10 percentage points compared to traditional CNNs (TDN, C3D). It also achieved an 84% accuracy in external validation, demonstrating strong generalization. Conclusion The UniFormerV2 model is more accurate than CNN-based models for hand hygiene step recognition and shows robust performance in external validation. It presents a viable tool for healthcare facilities to enhance hand hygiene management, ultimately improving medical quality and patient safety.
2.Analysis of oral health status of officers and soldiers in a certain unit
Jianan CHEN ; Yangpeng ZHAO ; Qian ZHANG ; Qin FENG ; Yi XIN ; Ran XU ; Qiang ZHU
Academic Journal of Naval Medical University 2025;46(5):688-692
Objective To study the oral health status of officers and soldiers in a certain unit,so as to provide a basis for the formulation and implementation of oral health support plans.Methods A total of 437 officers and soldiers in a certain unit were enrolled to assess their oral health status through questionnaire survey and clinical examination.Results The prevalences of dental caries and periodontal diseases were 87.6%(383/437)and 90.4%(395/437),respectively;the detection rates of impacted third molars,recurrent aphthous stomatitis,other mucosal diseases,and temporomandibular joint disorders were 12.6%(55/437),54.2%(237/437),29.5%(129/437),and 19.2%(84/437),respectively.In terms of oral medical needs,23.3%(102/437)patients did not need treatment,66.1%(289/437)required elective treatment,9.2%(40/437)required early treatment,and 1.4%(6/437)required urgent treatment.Conclusion Officers and soldiers in this study have a variety of oral diseases,with periodontal diseases having the highest prevalence.Supportting plans should be formulated based on the characteristics of the prevalence of oral diseases among them,and regular oral diagnosis and treatment should be carried out to prevent the development and progression of oral diseases.
3.Prediction Model for Unfavorable Outcome in Spontaneous Intracerebral Hemorrhage Based on Machine Learning
Shengli LI ; Jianan ZHANG ; Xiaoqun HOU ; Yongyi WANG ; Tong LI ; Zhiming XU ; Feng CHEN ; Yong ZHOU ; Weimin WANG ; Mingxing LIU
Journal of Korean Neurosurgical Society 2024;67(1):94-102
Objective:
: The spontaneous intracerebral hemorrhage (ICH) remains a significant cause of mortality and morbidity throughout the world. The purpose of this retrospective study is to develop multiple models for predicting ICH outcomes using machine learning (ML).
Methods:
: Between January 2014 and October 2021, we included ICH patients identified by computed tomography or magnetic resonance imaging and treated with surgery. At the 6-month check-up, outcomes were assessed using the modified Rankin Scale. In this study, four ML models, including Support Vector Machine (SVM), Decision Tree C5.0, Artificial Neural Network, Logistic Regression were used to build ICH prediction models. In order to evaluate the reliability and the ML models, we calculated the area under the receiver operating characteristic curve (AUC), specificity, sensitivity, accuracy, positive likelihood ratio (PLR), negative likelihood ratio (NLR), diagnostic odds ratio (DOR).
Results:
: We identified 71 patients who had favorable outcomes and 156 who had unfavorable outcomes. The results showed that the SVM model achieved the best comprehensive prediction efficiency. For the SVM model, the AUC, accuracy, specificity, sensitivity, PLR, NLR, and DOR were 0.91, 0.92, 0.92, 0.93, 11.63, 0.076, and 153.03, respectively. For the SVM model, we found the importance value of time to operating room (TOR) was higher significantly than other variables.
Conclusion
: The analysis of clinical reliability showed that the SVM model achieved the best comprehensive prediction efficiency and the importance value of TOR was higher significantly than other variables.
4.Construction of a nursing quality evaluation index system of enteral nutrition in critically ill patients
Changcui QIU ; Yating FENG ; Xiaoping ZHU ; Jianan ZHANG ; Xin XIA ; Li HE
Chinese Journal of Modern Nursing 2023;29(27):3651-3656
Objective:To establish a scientifically standardized nursing quality evaluation index system that conformed to the characteristics of enteral nutrition in critically ill patients, with the aim of providing reference for evaluating the nursing quality of enteral nutrition in critically ill patients.Methods:Using the three-dimensional quality evaluation model of "structure-process-outcome" as the theoretical framework, the content of each level of the evaluation index system was preliminarily formulated by literature analysis. From May to July 2022, the Delphi expert consultation method was used to conduct two rounds of consultation with 21 experts to determine the index system.Results:In the two rounds of consultation, the effective response rates of the questionnaire were 85.71% (18/21) and 100.00% (18/18) , respectively. The expert authority coefficients were 0.867 and 0.878, respectively. The expert Kendall's W of the overall index were respectively 0.092 and 0.187 ( P<0.01) . The final nursing quality evaluation index system of enteral nutrition in critically ill patients included 3 first level indicators, 9 second level indicators, and 60 third level indicators. Conclusions:The constructed nursing quality evaluation index system of enteral nutrition in critically ill patients has put forward clear requirements and quality standards for enteral nutrition nursing for critically ill patients, which has good scientific and reliable characteristics and can provide reference for the nursing quality evaluation of enteral nutrition in critically ill patients.
5.Clinical guideline for diagnosis and treatment of adult ankylosing spondylitis combined with thoracolumbar fracture (version 2023)
Jianan ZHANG ; Bohua CHEN ; Tongwei CHU ; Yirui CHEN ; Jian DONG ; Haoyu FENG ; Shunwu FAN ; Shiqing FENG ; Yanzheng GAO ; Zhong GUAN ; Yong HAI ; Lijun HE ; Yuan HE ; Dianming JIANG ; Jianyuan JIANG ; Bin LIN ; Bin LIU ; Baoge LIU ; Dechun LI ; Fang LI ; Feng LI ; Guohua LYU ; Li LI ; Qi LIAO ; Weishi LI ; Xiaoguang LIU ; Yong LIU ; Zhongjun LIU ; Shibao LU ; Wei MEI ; Yong QIU ; Limin RONG ; Yong SHEN ; Huiyong SHEN ; Jun SHU ; Yueming SONG ; Honghui SUN ; Tiansheng SUN ; Yan WANG ; Zhe WANG ; Zheng WANG ; Yongming XI ; Hong XIA ; Jinglong YAN ; Liang YAN ; Wen YUAN ; Gang ZHAO ; Jie ZHAO ; Jianguo ZHANG ; Xiaozhong ZHOU ; Yue ZHU ; Yingze ZHANG ; Dingjun HAO ; Baorong HE
Chinese Journal of Trauma 2023;39(3):204-213
Ankylosing spondylitis (AS) combined with spinal fractures with thoracic and lumbar fracture as the most common type shows characteristics of unstable fracture, high incidence of nerve injury, high mortality and high disability rate. The diagnosis may be missed because it is mostly caused by low-energy injury, when spinal rigidity and osteoporosis have a great impact on the accuracy of imaging examination. At the same time, the treatment choices are controversial, with no relevant specifications. Non-operative treatments can easily lead to bone nonunion, pseudoarthrosis and delayed nerve injury, while surgeries may be failed due to internal fixation failure. At present, there are no evidence-based guidelines for the diagnosis and treatment of AS combined with thoracic and lumbar fracture. In this context, the Spinal Trauma Academic Group of Orthopedics Branch of Chinese Medical Doctor Association organized experts to formulate the Clinical guideline for the diagnosis and treatment of adult ankylosing spondylitis combined with thoracolumbar fracture ( version 2023) by following the principles of evidence-based medicine and systematically review related literatures. Ten recommendations on the diagnosis, imaging evaluation, classification and treatment of AS combined with thoracic and lumbar fracture were put forward, aiming to standardize the clinical diagnosis and treatment of such disorder.
6.Reliability testing and clinical effectiveness evaluation of the scoring and classification system for osteoporotic thoracolumbar fracture
Qingda LI ; Jianan ZHANG ; Baorong HE ; Shiqing FENG ; Yanzheng GAO ; Jun SHU ; Hao WANG ; Dianming JIANG ; Wenyuan DING ; Yuan HE ; Junsong YANG ; Zhengping ZHANG ; Xinhua YIN ; Bolong ZHENG ; Yunfei HUANG ; Datong LI ; Rui GUO ; Hao AN ; Xiaohui WANG ; Tuanjiang LIU ; Dingjun HAO
Chinese Journal of Trauma 2023;39(11):980-990
Objective:To test and evaluate the reliability and clinical effectiveness of osteoporotic thoracolumbar fracture (OTLF) scoring and classification system.Methods:A multicenter retrospective case series study was conducted to analyze the clinical data of 530 OTLF patients admitted to 8 hospitals including Honghui Hospital Affiliated to Xi'an Jiaotong University from January 2021 to June 2022. There were 212 males and 318 females, aged 55-90 years [(72.6±10.8)years]. There were 4 patients with grade C and 18 with grade D according to American Spinal Injury Association (ASIA) classification. According to the osteoporotic thoracolumbar injury classification and severity (OTLICS) score, all patients had an OTLICS score over 4 points and required surgical treatment. Among them, 410 patients had acute symptomatic OTLF (ASOTLF), including 24 patients with type I, 159 type IIA, 47 type IIB, 31 type IIC, 136 type IIIA, 8 type IIIB, 2 type IV (absence of neurological symptoms) and 3 type IV (presence of neurological symptoms), and 120 patients had chronic symptomatic OTLF (CSOTLF), including 62 patients with type I, 21 type II, 17 type III, 3 type IV (reducible under general anesthesia), 9 type IV (not reducible under general anesthesia), 1 type V (reducible under general anesthesia), 5 type V (presence of neurological symptoms), and 2 type V (not reducible under general anesthesia). Surgical procedures included percutaneous vertebroplasty (PVP), positional repositioning plus PVP, percutaneous kyphoplasty (PKP), posterior open reduction combined with bone graft fusion and bone cement augmented screw internal fixation, posterior open reduction combined with decompression, bone graft fusion and bone cement augmented screw internal fixation, and posterior open reduction combined with osteotomy and orthopedics, bone graft fusion and bone cement augmented screw internal fixation. A weighted Kappa was used to test the interobserver and intraobserver reliability of the OTLICS score, the ASOTLF classification, and the CSOTLF classification. The visual analog scale (VAS), Oswestry disability index (ODI), ASIA classification were compared before, at 1 month after surgery and at the last follow-up. Incidence of postoperative complications was observed.Results:The percentage of mean interobserver agreement for OTLICS staging was 93.4%, with a mean confidence Kappa value of 0.86, and the percentage of mean intraobserver agreement was 93.0%, with a mean confidence kappa value of 0.86. The percentage of mean interobserver agreement for ASOTLF staging was 94.2%, with a mean confidence Kappa value of 0.84, and the percentage of mean intraobserver agreement was 92.5%, with a mean confidence Kappa value of 0.83. The percentage of mean interobserver agreement for CSOTLF subtyping was 91.9%, with a mean confidence Kappa value of 0.80, and the percentage of mean intraobserver agreement was 91.3%, with a mean confidence Kappa value of 0.81. All the patients were followed up for 6-12 months [(9.0±2.1)months]. The VAS and ODI scores were significantly lower in patients with ASOTLF and CSOTLF classifications at 1 month after surgery and at the last follow-up than those before surgery (all P<0.05). The VAS scores in patients with ASOTLF types IIA, IIB, IIC, IIIA, and IV were significantly lower at the last follow-up than that at 1 month after surgery; the ODI scores in patients with ASOTLF types I, IIA, IIB, IIIA, IIIB and IV were significantly lower at the last follow-up than those at 1 month after surgery. The VAS scores in patients with CSOTLF types II, III, IV, and V were significantly lower at the last follow-up than those at 1 month after surgery, and the ODI scores in patients with all CSOTLF types were significantly lower at the last follow-up than those at 1 month after surgery (all P<0.05). Two patients with ASIA grade C recovered to grade D, and the rest recovered to grade E at the last follow-up ( P<0.01). No major vessel or nerve injury or internal fixation failure was found during follow-up. There were 18 patients with cement leakage, none of whom showed relevant clinical symptoms. There were 35 patients with new vertebral fractures, all of whom recovered well after symptomatic treatment. Conclusions:The OTLICS score, ASOTLF classification and CSOTLF classification have a high degree of reliability. Application of stepwise treatment for patients with different levels of injury according to the scoring and classification system can reduce pain, promote recovery of the spinal function, and reduce complications, which is of some significance in guiding the selection of clinical treatment.
7.Status of HVPG clinical application in China in 2021
Wen ZHANG ; Fuquan LIU ; Linpeng ZHANG ; Huiguo DING ; Yuzheng ZHUGE ; Jitao WANG ; Lei LI ; Guangchuan WANG ; Hao WU ; Hui LI ; Guohong CAO ; Xuefeng LU ; Derun KONG ; Lin SUN ; Wei WU ; Junhui SUN ; Jiangtao LIU ; He ZHU ; Dongliang LI ; Wuhua GUO ; Hui XUE ; Yu WANG ; Jiancuo GENGZANG ; Tian ZHAO ; Min YUAN ; Shirong LIU ; Hui HUAN ; Meng NIU ; Xin LI ; Jun MA ; Qingliang ZHU ; Wenbo GUO ; Kunpeng ZHANG ; Xiaoliang ZHU ; Birun HUANG ; Jianan LI ; Weidong WANG ; Hongfeng YI ; Qi ZHANG ; Long GAO ; Guo ZHANG ; Zhongwei ZHAO ; Kai XIONG ; Zexin WANG ; Hong SHAN ; Mingsheng LI ; Xueqiang ZHANG ; Haibin SHI ; Xiaogang HU ; Kangshun ZHU ; Zhanguo ZHANG ; Hong JIANG ; Jianbo ZHAO ; Mingsheng HUANG ; Wenyong SHEN ; Lin ZHANG ; Feng XIE ; Zhiwei LI ; Changlong HOU ; Shengjuan HU ; Jianwei LU ; Xudong CUI ; Ting LU ; Shaoqi YANG ; Wei LIU ; Junping SHI ; Yanming LEI ; Jinlun BAO ; Tao WANG ; Weixin REN ; Xiaoli ZHU ; Yong WANG ; Lei YU ; Qiang YU ; Huiling XIANG ; Wenqiang LUO ; Xiaolong QI
Chinese Journal of Hepatology 2022;30(6):637-643
Objective:The investigation and research on the application status of Hepatic Venous Pressure Gradient (HVPG) is very important to understand the real situation and future development of this technology in China.Methods:This study comprehensively investigated the basic situation of HVPG technology in China, including hospital distribution, hospital level, annual number of cases, catheters used, average cost, indications and existing problems.Results:According to the survey, there were 70 hospitals in China carrying out HVPG technology in 2021, distributed in 28 provinces (autonomous regions and municipalities directly under the central Government). A total of 4 398 cases of HVPG were performed in all the surveyed hospitals in 2021, of which 2 291 cases (52.1%) were tested by HVPG alone. The average cost of HVPG detection was (5 617.2±2 079.4) yuan. 96.3% of the teams completed HVPG detection with balloon method, and most of the teams used thrombectomy balloon catheter (80.3%).Conclusion:Through this investigation, the status of domestic clinical application of HVPG has been clarified, and it has been confirmed that many domestic medical institutions have mastered this technology, but it still needs to continue to promote and popularize HVPG technology in the future.
8.Lifetime changes of the oocyte pool: Contributing factors with a focus on ovulatory inflammation
Chan Jin PARK ; Ji-Eun OH ; Jianan FENG ; Yoon Min CHO ; Huanyu QIAO ; CheMyong KO
Clinical and Experimental Reproductive Medicine 2022;49(1):16-25
In mammalian species, females are born with a number of oocytes exceeding what they release via ovulation. In humans, an average girl is born with over a thousand times more oocytes than she will ovulate in her lifetime. The reason for having such an excessive number of oocytes in a neonatal female ovary is currently unknown. However, it is well established that the oocyte number decreases throughout the entire lifetime until the ovary loses them all. In this review, data published in the past 80 years were used to assess the current knowledge regarding the changing number of oocytes in humans and mice, as well as the reported factors that contribute to the decline of oocyte numbers. Briefly, a collective estimation indicates that an average girl is born with approximately 600,000 oocytes, which is 2,000 times more than the number of oocytes that she will ovulate in her lifetime. The oocyte number begins to decrease immediately after birth and is reduced to half of the initial number by puberty and almost zero by age 50 years. Multiple factors that are either intrinsic or extrinsic to the ovary contribute to the decline of the oocyte number. The inflammation caused by the ovulatory luteinizing hormone surge is discussed as a potential contributing factor to the decline of the oocyte pool during the reproductive lifespan.
9.Complement activation in a mouse model of cisplatin-induced renal interstitial fibrosis
Min FENG ; Honghui ZENG ; Weitang LIAO ; Jianan SU
Chinese Journal of Nephrology 2021;37(10):809-816
Objective:To explore the mechanism of cisplatin-induced renal interstitial fibrosis and provide a new idea for the prevention and treatment of renal interstitial fibrosis.Methods:Eight-week-old male C57BL/6 mice (specific pathogen-free) were used to carry out the experiment. The mice were divided into cisplatin group (10 mg/kg, n=6) and saline group ( n=6) with intraperitoneal injection on day 0, 7 and 21, and sacrificed on day 28. The kidney tissues were collected for RNA Illumina high-throughput sequencing, real-time PCR, Western blotting, Masson staining and bioinformatics analysis. Results:Through real-time PCR, Western blotting and Masson staining, a mouse model with cisplatin-induced renal interstitial fibrosis was successfully established. Through RNA Illumina high-throughput sequencing, 387 long noncoding RNA (lncRNA) and 2 427 mRNA were differently expressed between cisplatin group and saline group. The expression of the top two lncRNA was confirmed by real-time PCR with the same tendency as RNA sequencing. Complement C3 was found to be at the top among the different expressed mRNA by RNA sequencing. Several terms related to immunity were found to be within the top 20 terms through Gene Ontology (GO) enrichment analysis. Systemic lupus erythematous pathway (ko05322, Q=3.4E-17), including the complement cascade pathway, was found to be the top pathway through Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. The mRNA expression levels of C1q, C2, C3 and C4 were up-regulated remarkably in the cisplatin group by RNA sequencing than those in saline group (all P<0.05) and confirmed by real-time PCR. Conclusions:Renal interstitial fibrosis can be induced by intraperitoneal injection of cisplatin periodically in mice, with complement cascade pathway activation in the diseased kidney.
10. Interpretation of policies for group standards and the practice of group standardizations in Chinese Preventive Medicine Association
Lan FENG ; Jing LI ; Miaojie YAO ; Nailing SUN ; Jianan XU ; Chang SU ; Jinxing LU ; Suwen LEI
Chinese Journal of Epidemiology 2019;40(4):371-375
Recent years, national laws and government policies were published as series to encourage the development of group standardizations. The updated Standardization Law of the People's Republic of China, implemented on January 1st, 2018, stipulates that group standard is a part of the Chinese standard system. Under the current supportive circumstances, more institutes and organizations have joined in the writing and releasing procedures of group standards’. Despite the rapid development of group standardization to publish, we are still at the phase of exploring and regulating group standardizations. This review summarizes the development and practice on the development group standardization in the Chinese Preventive Medicine Association and analyzes current condition and deficiency of the work in China, in order to develop suggestions and strategies to improve and regulate group standardization.

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