1.Improved ResNet18 lightweight deep learning models for automatically detecting gouty arthritis lesions based on ultrasonogram of the first metatarsophalangeal joint
Lishan XIAO ; Yizhe ZHAO ; Yuchen LI ; Mengmeng YAN ; Meixia DU ; Cheng ZHAO ; Manhua LIU ; Chunping NING
Chinese Journal of Medical Imaging Technology 2025;41(5):783-787
Objective To explore the value of improved ResNet18 lightweight deep learning(DL)models for automatically detecting gouty arthritis(GA)based on ultrasonogram of the first metatarsophalangeal joint(MTP1).Methods A total of 2 401 ultrasonograms obtained from 260 patients with suspected gout who underwent MTP1 ultrasound examination were included and divided into training set(1 910 ultrasonograms from 209 cases)and test set(491 ultrasonograms from 51 cases)at the ratio of 4∶1.GA lesions on ultrasonograms were manually labeled.After preprocessing,ResNet18 lightweight network was used to construct DL models for identifying the ultrasonogram category was normal or abnormal(with any manifestation of GA).Five-fold cross-validation method was adopted to evaluate the efficacy of the DL models constructed with 2,3,4 or 6 residual blocks,i.e.model 1,2,3 and 4,respectively,and the computational cost and the amount of parameters of each model were recorded.The efficacy of the models were verified using test set,and the best DL model was screened.Results The computational cost of model 1,2,3 and 4 was 7 558.27,2 963.73,4 012.33 and 6 093.39 M,respectively,while the amount of parameters was 4.61,4.91,4.91 and 5.28 M,respectively.Model 2 had the least computational cost with parameters only slightly more than model 1.In test set,no significant difference of accuracy nor the area under the curve was found among 4 models(all P>0.05).The sensitivity of model 2 was higher than that of model 3,while its specificity was lower only than that of model 3(both P<0.05),hence model 2 was the best DL model.Conclusion Improved ResNet18 lightweight DL models could be used for automatically detecting GA based on ultrasonogram of MTP1,among which model 2 was the best one.
2.Research on Nursing Echelon Training and Nursing Education Resources Optimization Path in Secondary Hospitals
Fang BAI ; Miao LI ; Jun LI ; Defei ZENG ; Meijuan ZHU ; Ping ZHANG ; Yuyun WANG ; Huan LIAO ; Chunping LIU
Chinese Hospital Management 2025;45(6):77-80
Objective Focusing on the problems of unbalanced nursing education resources and insufficient training,it discusses the path of nursing echelon training and nursing education resources optimization in secondary hospitals.Methods Based on nursing questionnaire,interview data and platform logs from 4 secondary hospitals in Hainan Province,Latent Dirichlet Allocation topic modeling,sentiment analysis and Social Network Analysis were used.Identify the core problems of educational resources and training system and propose optimization schemes.Results Topic modeling revealed that insufficient educational resources and information silos were major obstacles to shared platform development.Similarity analysis result showed high consistency in feedback regarding disconnected training content and single training models.Sentiment analysis result indicated that 50%of negative feedback focused on inadequate evaluation and incentive mechanisms.Social Network Analysis validated the significant role of multi-node collaboration in optimizing resource flows.Conclusion Building shared platforms,implementing differentiated training systems,and developing localized nursing faculty are critical pathways to achieving homogenized nursing education,providing valuable references for optimizing regional nursing education.
3.The influence of Omaha system continuity nursing on the pain and quality of life of patients after rotator cuff surgery
Chunping YE ; Cuihua SHEN ; Chuanchuan LIU ; Jiajia WU ; Fan HE ; Yingying CHEN
China Modern Doctor 2025;63(16):9-12,56
Objective To explore the effect of Omaha system continuity nursing on the degree of pain and quality of life in patients undergoing arthroscopic rotator cuff repair.Methods A total of 110 patients who underwent arthroscopic rotator cuff repair at the First Affiliated Hospital of Wenzhou Medical University from September 2022 to May 2023 were selected.They were divided into intervention group and control group according to the random number table method,with 55 cases in each group.Patients in control group were given conventional continuous nursing,while patients in intervention group were given Omaha system continuity nursing.Both groups of patients were intervened for 6 months.The range of motion of shoulder joint,shoulder joint function,degree of pain and quality of life of two groups of patients before and after the intervention were compared.Results After the intervention,the range of motion of shoulder joint in intervention group was significantly greater than that in control group,University of California,Los Angeles shoulder joint score and the 8-item short form health survey were significantly higher than those in control group,and numerical rating scale score of pain was significantly lower than that in control group(P<0.05).Conclusion Omaha system continuity nursing can improve shoulder joint mobility and function,alleriate pain,and improve quality of life for patients undergoing arthroscopic rotator cuff repair surgery.
4.The Influencing Factors of Delayed Onset of Intrapartum Fever Related to In-trathecal Labor Analgesia and its Impact on Maternal and Neonatal Outcomes
Fei JIA ; Liang LING ; Bo LIU ; Chunping LI ; Huiru LI ; Xiangli SHEN ; Mengjiao WANG ; Dan ZHANG ; Jian ZHANG
Journal of Practical Obstetrics and Gynecology 2025;41(2):169-173
Objective:To investigate the factors influencing the delayed onset of intrapartum fever following epidural labor analgesia and their impact on maternal and neonatal outcomes.Methods:Select parturients who experienced intrapartum fever following labor analgesia(T≥38.0℃,age≥18 years,singleton pregnancy,ASA classification Ⅱ)between January 1,2021,and December 31,2023.Group them based on the median time of intra-partum fever onset after labor analgesia:those with onset times less than the median were classified as the ear-ly-onset fever group,and those with onset times greater than the median were classified as the late-onset fever group.Using univariate and multivariate Logistic regression analysis to explore factors influencing the delay in in-trapartum fever onset and the pregnancy outcomes of the mothers and newborns in both groups.Results:A total of 253 parturients were included,and the time range of onset of intrapartum fever following epidural labor analgesi-a was 1.83-28.42 hours,with a median fever onset time of 8.00 hours.There were 126 cases in the early-onset group and 127 in the late-onset group.Multivariate Logistic regression analysis indicated that primiparous women,artificial membrane rupture,and neonatal birth weight were independent risk factors for delayed fever onset(OR>1,P<0.05),whereas the administration of oxytocin prior to labor analgesia was found to be a protective factor(OR<1,P<0.05).The late-onset group exhibited higher levels of white blood cells(WBC),C-reactive pro-tein,longer hospital stays,higher hospitalization costs,greater diagnosis rates of chorioamnionitis,higher NICU ad-mission rates,as well as a higher incidence of neonatal pneumonia,for newborns compared to the early-onset group(P<0.05).Conclusions:Primiparous women,artificial membrane rupture,and higher neonatal birth weight may be associated with delayed onset of intrapartum fever,while oxytocin administration prior to labor analgesia may offer some protective benefit.The later the onset of intrapartum fever,the worse the clinical outcomes for both mother and infants.
5.Pasteurella multocida infection caused by snow leopard bite:a case report
Shixia DENG ; Chunping LIU ; Li YIN ; Jing ZHAI ; Yawei WANG ; Qian ZHAO ; Jiewen ZHOU
Chinese Journal of Infection Control 2025;24(3):426-429
Pasteurella is a genus of zoonotic pathogens that are widely distributed in both healthy and diseased ani-mals.Reports of human infections caused by wild animal bites are rare.This paper reports the first case of Pasteu-rella multocida infection caused by a snow leopard bite in China.The strains were identified using the DL-96 Ⅱ bac-terial identification system,BRUKER automatic microbial mass spectrometer,and Autof ms 1000 mass spectrome-ter.Antimicrobial susceptibility testing was performed using the DL-96 Ⅱ bacterial assay system.After wound de-bridement,surgical incision and drainage,and combined antimicrobial treatment,the patient recovered and was dis-charged from the hospital.This paper aims to improve clinical health care workers'understanding on this bacterium.
6.Research on Construction of the Performance Evaluation Index System of Public Hospital Fixed Asset Management in Public Hospitals in Hainan Province
Hefei CHEN ; Wenqi LIN ; Chunping LIU
Chinese Hospital Management 2025;45(1):65-69
Objective To establish a performance evaluation index system for fixed asset management in public hospitals provides a scientific basis for the performance evaluation of fixed asset management in public hospitals in Hainan Province.Methods Utilizing the literature review method,an initial framework of evaluation index was established.This framework was then adjusted and optimized through expert consultation.The Analytic Hierarchy Process was employed to quantify the weights of each evaluation index,leading to the construction of the final evaluation index system.Results The results indicated that the active coefficient of expert consultation was 100%,the authority coefficient was 0.83,and the variation coefficient range for the second round of expert consultation was 0.06 to 0.20.The Kendall's W coefficient of concordance for the comprehensive indicators evalation indexs 0.486,with P<0.001.The established performance evaluation index system for fixed asset management in public hospitals in Hainan Province encompasses three primary indicators,seven secondary indicators,and 33 tertiary indicators.The weights allocated to these three primary indicators are 0.4705,0.3051 and 0.2244,respectively.Conclusion The performance evaluation index system for fixed asset management in public hospitals in Hainan Province is scientifically and reasonably designed,providing a theoretical basis and reference for the performance evaluation of fixed asset management in public hospitals in Hainan Province.
7.Improved ResNet18 lightweight deep learning models for automatically detecting gouty arthritis lesions based on ultrasonogram of the first metatarsophalangeal joint
Lishan XIAO ; Yizhe ZHAO ; Yuchen LI ; Mengmeng YAN ; Meixia DU ; Cheng ZHAO ; Manhua LIU ; Chunping NING
Chinese Journal of Medical Imaging Technology 2025;41(5):783-787
Objective To explore the value of improved ResNet18 lightweight deep learning(DL)models for automatically detecting gouty arthritis(GA)based on ultrasonogram of the first metatarsophalangeal joint(MTP1).Methods A total of 2 401 ultrasonograms obtained from 260 patients with suspected gout who underwent MTP1 ultrasound examination were included and divided into training set(1 910 ultrasonograms from 209 cases)and test set(491 ultrasonograms from 51 cases)at the ratio of 4∶1.GA lesions on ultrasonograms were manually labeled.After preprocessing,ResNet18 lightweight network was used to construct DL models for identifying the ultrasonogram category was normal or abnormal(with any manifestation of GA).Five-fold cross-validation method was adopted to evaluate the efficacy of the DL models constructed with 2,3,4 or 6 residual blocks,i.e.model 1,2,3 and 4,respectively,and the computational cost and the amount of parameters of each model were recorded.The efficacy of the models were verified using test set,and the best DL model was screened.Results The computational cost of model 1,2,3 and 4 was 7 558.27,2 963.73,4 012.33 and 6 093.39 M,respectively,while the amount of parameters was 4.61,4.91,4.91 and 5.28 M,respectively.Model 2 had the least computational cost with parameters only slightly more than model 1.In test set,no significant difference of accuracy nor the area under the curve was found among 4 models(all P>0.05).The sensitivity of model 2 was higher than that of model 3,while its specificity was lower only than that of model 3(both P<0.05),hence model 2 was the best DL model.Conclusion Improved ResNet18 lightweight DL models could be used for automatically detecting GA based on ultrasonogram of MTP1,among which model 2 was the best one.
8.Research on Nursing Echelon Training and Nursing Education Resources Optimization Path in Secondary Hospitals
Fang BAI ; Miao LI ; Jun LI ; Defei ZENG ; Meijuan ZHU ; Ping ZHANG ; Yuyun WANG ; Huan LIAO ; Chunping LIU
Chinese Hospital Management 2025;45(6):77-80
Objective Focusing on the problems of unbalanced nursing education resources and insufficient training,it discusses the path of nursing echelon training and nursing education resources optimization in secondary hospitals.Methods Based on nursing questionnaire,interview data and platform logs from 4 secondary hospitals in Hainan Province,Latent Dirichlet Allocation topic modeling,sentiment analysis and Social Network Analysis were used.Identify the core problems of educational resources and training system and propose optimization schemes.Results Topic modeling revealed that insufficient educational resources and information silos were major obstacles to shared platform development.Similarity analysis result showed high consistency in feedback regarding disconnected training content and single training models.Sentiment analysis result indicated that 50%of negative feedback focused on inadequate evaluation and incentive mechanisms.Social Network Analysis validated the significant role of multi-node collaboration in optimizing resource flows.Conclusion Building shared platforms,implementing differentiated training systems,and developing localized nursing faculty are critical pathways to achieving homogenized nursing education,providing valuable references for optimizing regional nursing education.
9.The influence of Omaha system continuity nursing on the pain and quality of life of patients after rotator cuff surgery
Chunping YE ; Cuihua SHEN ; Chuanchuan LIU ; Jiajia WU ; Fan HE ; Yingying CHEN
China Modern Doctor 2025;63(16):9-12,56
Objective To explore the effect of Omaha system continuity nursing on the degree of pain and quality of life in patients undergoing arthroscopic rotator cuff repair.Methods A total of 110 patients who underwent arthroscopic rotator cuff repair at the First Affiliated Hospital of Wenzhou Medical University from September 2022 to May 2023 were selected.They were divided into intervention group and control group according to the random number table method,with 55 cases in each group.Patients in control group were given conventional continuous nursing,while patients in intervention group were given Omaha system continuity nursing.Both groups of patients were intervened for 6 months.The range of motion of shoulder joint,shoulder joint function,degree of pain and quality of life of two groups of patients before and after the intervention were compared.Results After the intervention,the range of motion of shoulder joint in intervention group was significantly greater than that in control group,University of California,Los Angeles shoulder joint score and the 8-item short form health survey were significantly higher than those in control group,and numerical rating scale score of pain was significantly lower than that in control group(P<0.05).Conclusion Omaha system continuity nursing can improve shoulder joint mobility and function,alleriate pain,and improve quality of life for patients undergoing arthroscopic rotator cuff repair surgery.
10.Development of a community toolkit for identifying and managing mild cognitive impairment among older adults
Junli CHEN ; Han ZHANG ; Zhixue SHI ; Ya LIU ; Yingzhe ZHAO ; Zhiwei DONG ; Lihong JI ; Haiyan LI ; Fangfang CHEN ; Chunping WANG ; Anning MA ; Qi JING
Chinese Journal of Rehabilitation Theory and Practice 2025;31(6):692-702
Objective To develop a toolkit suitable for assisting community health institutions in the early identification and inter-vention of mild cognitive impairment(MCI)among older adults.Methods A literature review was conducted to construct a draft of the identification and intervention toolkit.Tools with an expert approval rate above 70%were included after expert consultation.The final version of the toolkit was developed by integrating these tools with officially recommended tools in China.Results The expert consultation yielded an authority coefficient of 0.84.The finalized toolkit included the assessment tools of Mini-Mental State Examination,Montreal Cognitive Assessment,General Practitioner Assessment of Cognition,Cognitive Abilities Screening Instrument and Clock Drawing Test,and 18 intervention measures in-cluding pharmacological treatment,cognitive training and psychological interventions,etc.Conclusion The MCI Identification-Intervention Toolkit may serve as a reference for guiding the identification and inter-vention of MCI among older adults for community health institutions.

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