1.Study on medication adherence factors among patients with severe mental disorders in Zhuhai city based on XGBoost model
Zhongshu YE ; Yongyong TENG ; Jingju QUAN ; Yajun SUN ; Jiaju HUANG ; Yixuan WU ; Changlin HAN ; Guangchuan ZHANG
Sichuan Mental Health 2026;39(1):36-43
BackgroundLow medication compliance among patients with severe mental disorders increases the disease burden on both the patients' families and the society. Medication adherence is influenced by numerous factors. Traditional methods such as Logistic regression struggle to quantify the importance of these factors. By introducing Extreme Gradient Boosting (XGBoost) combined with Shapley Additive Explanations (SHAP), enables the quantification of the relative contribution weights of each factor, providing support for identifying the core influencing factors. ObjectiveTo explore the influencing factors of medication adherence among patients with severe mental disorders in Zhuhai, aiming to provide references for optimizing patient management strategies. MethodsExtract the data of patients with severe mental disorders who were registered on the mental health system platform in Zhuhai City from January 1, 2023 to March 31, 2025. A total of 9 329 patients were finally included for analysis. Influencing factors were screened using univariate analysis and multivariate logistic regression analysis, and an XGBoost model combined with the SHAP algorithm was constructed to quantify the importance of each influencing factor. ResultsAmong 9 329 patients, 8 446 demonstrated medication adherence, yielding an adherence rate of 90.53%. Multivariable analysis identified several risk factors significantly associated with medication non-adherence, being unmarried (OR=1.237, 95% CI: 1.019–1.502) or divorced (OR=1.389, 95% CI: 1.038–1.832), a diagnosis of mental retardation with psychiatric disorders (OR=3.025, 95% CI: 2.402–3.796) or paranoid psychosis (OR=5.117, 95% CI: 3.086–8.299), a disease duration of 2–4 years (OR=1.355, 95% CI: 1.085–1.696), 4–6 years (OR=2.143, 95% CI: 1.671–2.747), or >6 years (OR=1.681, 95% CI: 1.365–2.079), lack of guardian subsidies (OR=1.412, 95% CI: 1.099–1.801), absence of a disability certificate (OR=1.900, 95% CI: 1.588–2.282), not being enrolled in care and support groups (OR=1.384, 95% CI: 1.183–1.617) or community services (OR=1.313, 95% CI: 1.042–1.645), and not cohabiting with a guardian (OR=1.257, 95% CI: 1.048–1.501). Conversely, the enrollment in special outpatient disease programs (OR=0.716, 95% CI: 0.609–0.842) and a family history of mental illness (OR=0.713, 95% CI: 0.503–0.982) were identified as protective factors. The XGBoost model exhibited robust predictive performance, with a sensitivity of 0.433, specificity of 0.944, accuracy of 0.891, Area Under the Curve (AUC) of 0.837, and F1 value of 0.449. Feature importance ranking indicated that the top three factors were disease duration, diagnosis, and the acquisition of disability certificates. ConclusionPolicy-based support (acquisition of disability certificates, special outpatient disease enrollment) and clinical disease characteristics (disease duration, diagnosis type) are key factors affecting medication adherence among patients with severe mental disorders in Zhuhai City. [Funded by Zhuhai Medical Research Project (number, 2220009000281)]
2.Modified atlantooccipital decompression combined with occipitocervical internal fixation in treatment of Chiari malformation type I with syringomyelia and atlantoaxial dislocation
Xinjun LI ; Yangyun HAN ; Zhongshu SUN ; Feng YE ; Chen CHEN ; Yingying LIU ; Jiagang LIU
Chinese Journal of Neuromedicine 2020;19(6):586-590
Objective:To investigate the clinical effect of modified atlantooccipital decompression combined with occipitocervical internal fixation on Chiari type I malformation combined with syringomyelia and atlantoaxial dislocation.Methods:Twenty-five patients with Chiari I malformation combined with syringomyelia and atlantoaxial dislocation accepted by modified atlantooccipital decompression combined with occipitocervical internal fixation in our hospital from January 2011 to March 2019. The clinical data of these patients were retrospectively analyzed. The changes of peak velocity of cerebrospinal fluid in the dorsal part of the spinal cord, electrophysiological results, atlantodental interval (ADI) values, sizes of syringomyelia, and Chicago Chiari outcome scale (CCOS) scores before and after operation were compared.Results:The peak velocity of cerebrospinal fluid in the dorsal spinal cord after surgery ([3.25±0.47] cm/s) was statistically higher in these patients than that before surgery ([2.13±0.19] cm/s, P<0.05). As compared with the preoperative results, ADI values, sizes of syringomyelia, and proportion of patients with abnormal electrophysiological monitoring at 6 months after surgery were significantly decreased, and CCOS scores at 6 months after surgery were significantly increased ( P<0.05). There were no new nerve function damage, infection, cerebrospinal fluid leakage, paralysis, respiratory failure or death. Conclusions:Modified atlantooccipital decompression combined with occipitocervical internal fixation plays effective role in atlantooccipital decompression and atlantoaxial anatomical reduction in patients with Chiari malformation type I combined with syringomyelia and atlantoaxial dislocation. The remission rate of syringomyelia is high, the symptoms and signs improve obviously, and the postoperative complications are less.
3.Analysis on the Implementation Effect of Zero Makeup Policy for Drug and Medical Supplies in a Top Three Hospital in Zhuhai
Wenyan GUO ; Wenhua MEI ; Hong JIANG ; Junwei LIU ; Zhongshu YE ; Xinbin HE ; Weiwen GUO
China Pharmacist 2018;21(3):445-447
Objective:To assess the impact of zero makeup policy for drug and medical supplies on hospitals. Methods:Descrip-tive statistics and comparative analysis were used to analyze the related indicators, profit and loss calculation and the cost of patients from April 2014 to March 2017.Results:After the policy was implemented, the number of outpatients and the number of outpatients choosing general doctors decreased. The average length of hospitalization was 8.88 days, and the proportion of drug consumption was 34.10%. The number of outpatients choosing medical experts, the number of inpatients and the proportion of surgical treatment in-creased. Although the policy benefited patients,the average medical expenditure still increased. There was policy loss in the hospital. Conclusion:The reform promotes the implementation of hierarchical medical system, optimizes the hospital income structure and re-duces drug proportion significantly,which achieves the original intentions of the policy to some extent.
4.Observation on the absorption of EVA and PVC infusion sets to insulin
Yuanhong NI ; Zhongshu ZHANG ; Xianghong YE ; Nanhai PENG
Parenteral & Enteral Nutrition 1997;0(02):-
Objective: To investigate the absorption of EVA and PVC infusion sets to insulin.Methods: Two infusion sets of EVA and PVC were used to contain insulin which was mixed with TNA and preserved at 4℃ and 25℃ for o,8,24 and 48 h,respectively.The content of insulin was observeed for changes.Results: The content of insulin mixed with TNA in EVA bags was obviously higher than in PVC bags preserved at 25℃ for 48h(P

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