ObjectiveTo construct and validate a risk assessment model for post-transplant diabetes mellitus （PTDM） using multiple machine learning algorithms， and to realize the early identification of PTDM. MethodsA retrospective analysis was performed for the clinical data of the patients who underwent allogeneic liver transplantation in The First Hospital of Shanxi Medical University from April 1， 2020 to December 31， 2024， and they were randomly divided into a training set and a validation set at a ratio of 7∶3. The LASSO regression analysis combined with 5-fold cross-validation was used for feature selection. Seven machine learning models were developed in the training set， i.e.， logistic regression （LR）， decision tree （DT）， Naive Bayes （NB）， random forest （RF）， K-nearest neighbor （KNN）， extreme gradient boosting （XGBoost）， and adaptive boosting （AdaBoost）. In the validation set， various methods were used to assess the predictive performance of each model， such as accuracy， precision， recall rate， specificity， F1 score， area under the receiver operating characteristic curve （AUROC）， and area under the precision-recall curve （AUPRC）. The Brier score and decision curve analysis were used to assess the calibration and clinical practicability of the models， and the SHAP method was used to analyze feature importance. The independent-samples t test or the Wilcoxon rank-sum test was used for comparison of continuous data between two groups， and the chi-square test or the Fisher’s exact test was used for comparison of categorical data between two groups. ResultsA total of 135 liver transplant recipients were enrolled， among whom 26 developed PTDM， and there were 94 patients in the training set and 41 in the validation set. Feature extraction and screening identified 7 key features of sex， overweight or obesity， anhepatic phase， time of operation， length of hospital stay， early postoperative hypomagnesemia， and impaired fasting glucose （IFG）. In the validation set， the XGBoost model showed the best predictive performance， with an AUROC of 0.907 （95% confidence interval ［CI］： 0.807 — 0.989）， an AUPRC of 0.649 （95%CI： 0.339 — 0.955）， an accuracy of 0.878， a precision of 0.667， a recall rate of 0.750， an F1-score of 0.706， a specificity of 0.909， and a Brier score of 0.104. The decision curve analysis showed that when the threshold probability was below 0.667， application of the XGBoost model in clinical decision-making provided relatively high net benefit. The SHAP analysis showed that the length of hospital stay ranked first in terms of feature importance， followed by time of operation， overweight or obesity， sex， IFG， anhepatic phase， and early postoperative hypomagnesemia. ConclusionThe risk assessment model for PTDM in liver transplant recipients based on XGBoost algorithm has excellent performance and can effectively identify high-risk individuals； however， multicenter large-sample data are needed for further validation.

Objective:To develop a quality assessment index system for infection prevention and control in integrated medical and elderly care facilities, providing methods for assessing infection control quality and a theoretical basis for enhancing infection prevention and control capabilities.Methods:This study initially constructed a framework for the quality evaluation index system through literature reviews, work specifications and standards and expert interviews. The Delphi method was employed to conduct two rounds of consultations with 19 experts to evaluate the necessity, feasibility, stability, and sensitivity of the indicators. The expert′s active coefficient, authority coefficient, degree of consensus, and coordination were statistically analyzed. The indicators were revised based on expert opinions to finalize the evaluation index system. The weights of the evaluation dimensions were determined using the Analytic Hierarchy Process (AHP), while the weights of the indicators were determined using the proportional allocation method. Reliability was assessed via Cronbach′s α coefficient, and content validity was verified through the Content Validity Index ( CVI). Results:After two rounds of expert consultation, the expert positive coefficient, expert authority coefficient ( Cr) and expert coordination coefficient Kendall′s W was 100%, 0.992 and 0.634 ( P<0.001), indicating high expert authority, good concentration and coordination of opinions. The assessment index system for infection prevention and control quality in integrated medical and elderly care facilities was ultimately constructed, comprising three primary indicators, 18 secondary indicators and 68 tertiary indicators. Among the primary indicators, the process quality had the highest weight of 0.338. Within the process quality, the secondary indicators with the highest weights were infection control material allocation, hand hygiene quality and the management of cluster outbreaks. A total of 11 unique evaluation indicators for integrated medical and elderly care facilities were established, with the highest weighted indicator being the rate of standardized surveillance of infection-related risk factors. Reliability and validity analyses demonstrated that the overall Cronbach′s α coefficient of the system was 0.991, and the Scale-level Content Validity Index was 0.936, confirming good reliability and validity. Conclusion:The evaluation index system constructed in this study can serve as an effective assessment tool for the quantitative evaluation of infection control quality in integrated medical and elderly care facilities. Furthermore, it is recommended that the system undergo continuous optimization concerning its application.

This study applies a PEST-SWOT hybrid analysis framework to address key challenges in promoting the"In-ternet Plus"full-process management model for mental disorders.Key issues include the imbalance in service resource distribu-tion between urban and rural areas,insufficient effectiveness of digital technologies,and the lack of coordinated multi-stakeholder mechanisms.By analyzing macro-environmental factors,such as policy,economy,society,and technology,alongside internal strengths,weaknesses,opportunities,and threats,the study underscores the significant advantages and challenges of implemen-ting the"Internet Plus"model in mental disorder management.To achieve better promotion outcomes,it is crucial to enhance le-gal and policy frameworks,strengthen technological innovation,optimize service delivery models,and establish collaborative mechanisms among stakeholders.

Objective To observe the clinical effects of the stereotaxic oblique-pulling manipulation under different mechanical parameters in the treatment of patients with lumbar disc herniation,and to explore the muscle-relaxing effects of the stereotaxic oblique-pulling manipulation and the traditional lumbar oblique-pulling manipula-tion in the treatment of lumbar disc herniation under the optimal mechanical parameters.Methods Using a three-factor,three-level orthogonal test method,27 LDH patients included in this study were randomly divided into 9 parameter groups,with 3 patients in each group,and were treated with different parameters of the stereotactic angled wrench method.3 factors were set up for the pressing force,the number of times,and the treatment interval,and each factor consisted of 3 levels,i.e.,pressing force:300～400 N,400～500 N,and 500～600 N;the number of times pressed 3 levels were set up:6 times,9 times,12 times;3 levels of treatment interval:1 day interval,2 days interval,3 days interval.After screening the optimal mechanical parameters through VAS,ODI and FDD evaluation indexes,94 patients were included and randomly divided into two groups;the treatment group was stereotaxic oblique-pulling manipulation under the configuration of optimal mechanical parameters,and the control group was the traditional lumbar oblique-pulling manipulation,and the changes of patients'VAS and ODI scores as well as the thickness of multifidus muscle and cross-sectional area before and after treatment were observed in the treatment of the two groups of patients.Through the comparison of lumbar multifidus muscle between healthy volunteers and patients with lumbar keyboard herniation,the characteristics of lumbar disc herniation multifidus muscle were clarified.The correlation between each observation index and parameter was analyzed by the statistical analysis software SPSS 26.0 to derive the optimal parameters for manipulative treatment.Results Orthogonal test analysis yielded that the order of influence on the efficacy was pressing force>treatment interval>pressing times,and the pressure interval with the best efficacy was:500～600 N,the number of times was 12 times,and the Treatment internal of 2 days.The degree of degeneration of lumbar multifidus muscle in patients with lumbar disc herniation was more obvious compared with that of healthy volunteers,and the difference was stati stically signifi-cant(P<0.05).Observed in both groups of patients with lumbar disc herniation after 6 weeks of treatment time,the VAS and ODI scores of both groups decreased significantly after treatment compared with those before treatment(P<0.05),with greater improvement in the treatment group.The results of the multifidus muscle showed that after treatment,the treatment group could significantly increase the resting thickness,contraction thickness,contraction rate and cross-sectional area of the multifidus muscle had significant changes(P<0.05),in which the contraction thickness,contraction rate before and after the treatment changes were more significant than the control group.Conclusions The stereotaxic oblique-pulling manipulation is effective in the treatment of lumbar disc herniation,in which the manipulation parameter pressure of 500～600 N,the number of presses 12 times,and the treatment interval of 2 days once for the treatment of lumbar disc herniation has better analgesia and improves the dysfunction effect.Compared with the traditional lumbar oblique-pulling manipulation,the stereotaxic oblique-pulling manipulation is better in improving the pain symptoms and dysfunction of patients with lumbar disc hernia-tion,as well as the resting thickness of the multifidus muscle,the contraction thickness,the contraction rate of change,and the cross-sectional area.

Objective:To develop a quality assessment index system for infection prevention and control in integrated medical and elderly care facilities, providing methods for assessing infection control quality and a theoretical basis for enhancing infection prevention and control capabilities.Methods:This study initially constructed a framework for the quality evaluation index system through literature reviews, work specifications and standards and expert interviews. The Delphi method was employed to conduct two rounds of consultations with 19 experts to evaluate the necessity, feasibility, stability, and sensitivity of the indicators. The expert′s active coefficient, authority coefficient, degree of consensus, and coordination were statistically analyzed. The indicators were revised based on expert opinions to finalize the evaluation index system. The weights of the evaluation dimensions were determined using the Analytic Hierarchy Process (AHP), while the weights of the indicators were determined using the proportional allocation method. Reliability was assessed via Cronbach′s α coefficient, and content validity was verified through the Content Validity Index ( CVI). Results:After two rounds of expert consultation, the expert positive coefficient, expert authority coefficient ( Cr) and expert coordination coefficient Kendall′s W was 100%, 0.992 and 0.634 ( P<0.001), indicating high expert authority, good concentration and coordination of opinions. The assessment index system for infection prevention and control quality in integrated medical and elderly care facilities was ultimately constructed, comprising three primary indicators, 18 secondary indicators and 68 tertiary indicators. Among the primary indicators, the process quality had the highest weight of 0.338. Within the process quality, the secondary indicators with the highest weights were infection control material allocation, hand hygiene quality and the management of cluster outbreaks. A total of 11 unique evaluation indicators for integrated medical and elderly care facilities were established, with the highest weighted indicator being the rate of standardized surveillance of infection-related risk factors. Reliability and validity analyses demonstrated that the overall Cronbach′s α coefficient of the system was 0.991, and the Scale-level Content Validity Index was 0.936, confirming good reliability and validity. Conclusion:The evaluation index system constructed in this study can serve as an effective assessment tool for the quantitative evaluation of infection control quality in integrated medical and elderly care facilities. Furthermore, it is recommended that the system undergo continuous optimization concerning its application.

Sacroiliac complex injuries are commonly seen in high-energy pelvic fractures. The injuries make a big difference in treatment patterns due to the diverse injury types, posing considerable challenges in formulating optimal treatment strategies, and hence are persistent clinical difficulties in orthopedic trauma. The clinical management of sacroiliac complex injuries presents several key challenges such as a non-negligible rate of missed diagnoses in associated vascular and visceral injuries, absence of standardized protocols for surgical approaches and reduction-fixation strategies across different injury patterns, and ongoing controversies regarding surgical indications and optimal timing for patients combined with concomitant lumbosacral plexus injuries. Currently, no systematic clinical guidelines are available for the diagnosis and treatment of sacroiliac complex injuries both domestically and internationally. To this end, the Pelvic and Acetabular Surgery Group, Orthopedic Branch, China International Exchange and Promotive Association for Medical and Health Care and Orthopedic Physician Branch, Chinese Medical Doctor Association organized a panel of domestic experts in the field to develop the Clinical guideline for the diagnosis and treatment of sacroiliac complex injuries ( version 2025), based on evidence-based medicine and adhering to the principles of scientific rigor, clinical applicability, and innovation. These guidelines provided 11 recommendations covering diagnosis, therapeutic principles and techniques, management protocols for lumbosacral plexus injuries, outcome evaluation, and postoperative rehabilitation pathways, etc., aiming to standardize the clinical management of sacroiliac complex injuries.

Objective To evaluate the effect of different doses of esketamine combined with propofol medium and long chain fat emulsion in painless gastroenteroscopy.Methods 144 patients who were scheduled to receive painless gastroenteroscopy from January 2022 to December 2023 were randomly divided into four groups with 36 cases in each group.The load dose of esketamine in group A,group B and group C was 0.2,0.3 and 0.4 mg/kg respectively,and group D was treated with equivalent normal saline instead of esketamine as the control.All the patients were administrated with propofol medium and long chain fat emulsion during the examination.Heart rate(HR),mean arterial pressure(MAP)and percutaneous arterial oxygen saturation(SpO2)were recorded immediately after electrocardiograph monitoring was established(T0),immediately before examination(T1),immediately after gastroscopy placement(T2),immediately before colonoscopy(T3),immediately after colonoscopy implantation(T4)and immediately after examination(T5).The dosage of propofol medium and long chain fat emulsion,recovery time and discharge time were compared among the four groups.Patients were assessed with quality of recovery-40 questionnaire(QoR-40)at T0 and at wake time(T6).The adverse reactions of the four groups were compared.Results There were statistically significant differences in the temporal effects of HR,MAP and SpO2 among the 4 groups(F=3.91,21.65,6.17,P＜0.05);There were statistically significant differences in the intergroup effects of HR,MAP and SpO2 among the 4 groups(F=14.57,7.14,30.34,P＜0.05).The variation trend of SpO2 in groups A,B,C and D was statistically significant(F=2.88,P＜0.05).The first and total dosage of propofol medium and long chain fat emulsion,and the recovery time of the four groups were statistically significant(P＜0.05).The initial dosage and total dosage of propofol medium and long chain fat emulsion in group A,group B and group C were significantly lower than those in group D(P＜0.05),and group B and group C were significantly lower than group A(P＜0.05),but there was no significant difference between group B and group C(P＞0.05).The recovery time of group A and group B were significantly shorter than that of group C and group D(P＜0.05),and group C was significantly longer than that of group D(P＜0.05),and there was no significant difference between group A and group B(P＞0.05).There was no significant difference in the time of get discharged from the hospital among the four groups(P＞0.05).The total scores of QoR-40 in four group at T6 were significantly lower than those at T0 respectively(P＜0.05).T6 QoR-40 total score:group B was significantly higher than group A,Group C and group D(P＜0.05),group A and group C were significantly higher than group D(P＜0.05),and there was no significant difference between group A and group C(P＞0.05).There were significant differences in the incidence of hypoxemia,hypotension,bradycardia,tachycardia,body movement and dizziness among the four groups(P＜0.05).The incidence of hypoxemia,hypotension and bradycardia in group B and group C was significantly lower than that in group D(P＜0.083),and the incidence of dizziness in group C was significantly higher than that in group D(P＜0.0083).Among them,1 case in group A and 3 cases in group D needed mask pressure ventilation due to hypoxemia.There was no significant difference in the incidence of nausea and vomiting among the four groups(P＞0.05).Conclusion During painless gastroenteroscopy,the application of 0.3 mg/kg esketamine combined with propofol medium and long chain fat emulsion can help maintain the hemodynamic stability,alleviate the respiratory and circulatory inhibition caused by propofol medium and long chain fat emulsion,accelerate recovery,and reduce adverse reactions in patients.

Objective This study aims to investigate and analyze the effects of the incentive-coordination-supervision mechanism applied to training management of medical staff under the modern hospital management system.Methods A total of 84 medical staff members working at the hospital from February 2022 to February 2024 were selected for the study.They were di-vided into a reference group(n=42,February 2022 to February 2023)and a study group(n=42,March 2023 to February 2024)based on the time period.The reference group underwent routine management,while the study group underwent manage-ment based on the incentive-coordination-supervision mechanism.The quality of management,occurrence of adverse events,management satisfaction,and core competencies were compared between the two groups.Results The study group had higher scores in cultural construction,reward and punishment mechanism,reporting system,and communication and coordination mech-anism than the reference group(all P＜0.05).The occurrence rate of adverse events was lower in the study group than in the reference group(7.14％vs 23.81％)(P＜0.05).The study group had higher satisfaction rates in management methods,man-agement content,management forms,and communication skills(95.24％,92.86％,97.62％,and 95.24％,respectively)compared to the reference group(78.57％,73.81％,76.19％,and 73.81％,respectively)(all P＜0.05).The study group had higher scores in all core competencies compared to the reference group(all P＜0.05).Conclusion The application of the incentive-coordination-supervision mechanism in training management of medical staff shows favorable effects,improving the qual-ity of management,management satisfaction,and core competencies,and reducing the occurrence of adverse events.

Objective:The aim of this study was to explore the risk factors that affect implementation of the innovative technique of single-incision laparoscopic appendectomy (solo-SLA) without assistance in patients with complicated appendicitis, the goal being improving surgical success rates and reducing the incidence of complications.Methods:This was an observational study. Indications for solo-SLA surgery were as follows: (1) computed tomography or ultrasound findings suggestive of acute appendicitis, accompanied by a high white blood cell count and C-reactive protein concentration; (2) disease course exceeding 72 hours, standard anti-infection treatment ineffective, inflammatory reaction not localized, surgery mainly aimed at abscess drainage, and the appendix removed if indicated intraoperatively; (3) acute onset stabilized for more than 3 months after conservative treatment; and (4) recurrent chronic appendicitis. Relative contraindications comprised: (1) cardiopulmonary insufficiency, extremely high risk for general anesthesia for laparoscopic surgery; (2) severe coagulation dysfunction; and (3) imaging findings suggestive of formation of a peri-appendiceal abscess, stable after anti-infection treatment, and a tendency for the inflammatory reaction to localize. We retrospectively collected clinical data of 106 patients with complicated appendicitis who had undergone solo-SLA in the Department of Emergency Surgery, Peking University People's Hospital from February to October 2023. Preoperative computed tomography showed appendiceal fecaliths, blurring of the tissue surrounding fat, intra- and extra-luminal gas and exudate, peri-appendiceal abscess, ascites, and intestinal obstruction by appendicitis. The study cohort comprised 53 male and 53 female patients aged (41.4±17.4) years. The median body mass index was (24.2±3.6) kg/m 2 and median preoperative body temperature (37.3±0.9)℃ Appendicitis had been present for >3 days in 21 of the patients (19.8%) and the maximum diameter of the appendix was (12.4±3.8) mm. The efficacy of the surgery was assessed and logistic regression analysis used to explore the factors affecting the duration of the procedure. The relationship between the maximum diameter of the appendix and duration of surgery was non-linear and was explored using a logistic regression model with restricted cubic spline (RCS). Results:Only one patient required conversion to open surgery; all the other patients successfully completed solo-SLA with a median intraoperative blood loss of 10 (1-100) ml and a surgical time of (65.4±31.7) minutes. Pain scores on postoperative Day 1 and 7 were (3.4±3.2) points and (1.5±1.7) points, respectively. There were no significant postoperative complications .The postoperative hospital stay was (3.5±1.5) days and the interval to resuming normal activities 14 (2-40) days. According to univariate and multivariate analyses, disease course >3 days (OR=5.19, 95%CI: 1.59-16.98, P=0.006) and C-reactive protein >10 mg/L (OR=1.01,95%CI: 1.00-1.02, P=0.003) were independent risk factors for surgical duration >60 minutes, whereas the maximum diameter of the appendix was not independently associated with duration of surgery (OR=1.10, 95%CI: 0.97-1.25, P=0.119). RCS analysis results showed a "U-shaped" association between the maximum diameter of the appendix and duration of surgery, the inflection point of the RCS curve being at a diameter of 10 mm. When the maximum diameter of the appendix was <10 mm, increases in diameter were not associated with longer duration of surgery (OR=1.15,95%CI: 0.55-2.58, P=0.710); whereas when the diameter was ≥10 mm, the maximum diameter of the appendix was associated with increased duration of surgery (OR=1.20, 95% CI: 1.04-1.42, P=0.022). Conclusion:The solo-SLA procedure can be performed to treat complicated appendicitis. A disease course >3 days, C-reactive protein concentration >10 mg/L, and maximum diameter of the appendix ≥10 mm are all associated with greater difficulty of solo-SLA surgery.

Objective To observe the clinical effects of the stereotaxic oblique-pulling manipulation under different mechanical parameters in the treatment of patients with lumbar disc herniation,and to explore the muscle-relaxing effects of the stereotaxic oblique-pulling manipulation and the traditional lumbar oblique-pulling manipula-tion in the treatment of lumbar disc herniation under the optimal mechanical parameters.Methods Using a three-factor,three-level orthogonal test method,27 LDH patients included in this study were randomly divided into 9 parameter groups,with 3 patients in each group,and were treated with different parameters of the stereotactic angled wrench method.3 factors were set up for the pressing force,the number of times,and the treatment interval,and each factor consisted of 3 levels,i.e.,pressing force:300～400 N,400～500 N,and 500～600 N;the number of times pressed 3 levels were set up:6 times,9 times,12 times;3 levels of treatment interval:1 day interval,2 days interval,3 days interval.After screening the optimal mechanical parameters through VAS,ODI and FDD evaluation indexes,94 patients were included and randomly divided into two groups;the treatment group was stereotaxic oblique-pulling manipulation under the configuration of optimal mechanical parameters,and the control group was the traditional lumbar oblique-pulling manipulation,and the changes of patients'VAS and ODI scores as well as the thickness of multifidus muscle and cross-sectional area before and after treatment were observed in the treatment of the two groups of patients.Through the comparison of lumbar multifidus muscle between healthy volunteers and patients with lumbar keyboard herniation,the characteristics of lumbar disc herniation multifidus muscle were clarified.The correlation between each observation index and parameter was analyzed by the statistical analysis software SPSS 26.0 to derive the optimal parameters for manipulative treatment.Results Orthogonal test analysis yielded that the order of influence on the efficacy was pressing force>treatment interval>pressing times,and the pressure interval with the best efficacy was:500～600 N,the number of times was 12 times,and the Treatment internal of 2 days.The degree of degeneration of lumbar multifidus muscle in patients with lumbar disc herniation was more obvious compared with that of healthy volunteers,and the difference was stati stically signifi-cant(P<0.05).Observed in both groups of patients with lumbar disc herniation after 6 weeks of treatment time,the VAS and ODI scores of both groups decreased significantly after treatment compared with those before treatment(P<0.05),with greater improvement in the treatment group.The results of the multifidus muscle showed that after treatment,the treatment group could significantly increase the resting thickness,contraction thickness,contraction rate and cross-sectional area of the multifidus muscle had significant changes(P<0.05),in which the contraction thickness,contraction rate before and after the treatment changes were more significant than the control group.Conclusions The stereotaxic oblique-pulling manipulation is effective in the treatment of lumbar disc herniation,in which the manipulation parameter pressure of 500～600 N,the number of presses 12 times,and the treatment interval of 2 days once for the treatment of lumbar disc herniation has better analgesia and improves the dysfunction effect.Compared with the traditional lumbar oblique-pulling manipulation,the stereotaxic oblique-pulling manipulation is better in improving the pain symptoms and dysfunction of patients with lumbar disc hernia-tion,as well as the resting thickness of the multifidus muscle,the contraction thickness,the contraction rate of change,and the cross-sectional area.