1.Machine learning analysis of the influence of workload factors and social psychological factors on WMSDs
Siqi CHEN ; Cheng TANG ; Yong YAO ; Bifeng LU ; Yong MEI ; Zhenlong CHEN
Chinese Journal of Industrial Hygiene and Occupational Diseases 2025;43(7):498-503
Objective:To explore the effects of workload factors and social psychological factors on work-related musculoskeletal disorders (WMSDs) , construct a preventive decision-assisted ensemble learning model, and propose screening methods with clinical significance.Methods:In October 2022, 1071 workers from optoelectronic enterprises were selected as the research subjects by cluster sampling method. The general situation of workers, workload factors, social psychological factors and the occurrence of WMSDs were collected by using questionnaires. logistic regression, Extreme Gradient Boosting (XGBoost) , ensemble learning and classification chain model were adopted to explore the key factors influencing WMSDs, and the area under curve (AUC) was used to evaluate the model performance.Results:The incidence of WMSDs among workers in optoelectronic enterprises in the past year was 47.7% (511/1071) , among which the incidence of multi-site WMSDs was 54.4% (278/511) . logistic regression analysis showed that prolonged sitting, personnel shortage and forward neck tilt were risk factors for the occurrence of WMSDs in workers ( P<0.05) . XGBoost identified the key social psychological factors influencing WMSDs as low mood, mental tension, perceived happiness level, psychological calmness and tranquility. The integrated classification chain model based on the ordered label order had certain efficacy (AUC>0.7) when analyzing WMSDs at the neck, waist, shoulder, back, elbow and hip positions. Conclusion:Workload factors are the main risk factors for the occurrence of WMSDs among workers in optoelectronic enterprises, and social psychological factors also have potential influences. The construction of a classification chain model can accurately identify the occurrence of WMSDs in multiple parts. The alternating prevention strategy of workload factors and social psychological factors has important public health significance.
2.Machine learning analysis of the influence of workload factors and social psychological factors on WMSDs
Siqi CHEN ; Cheng TANG ; Yong YAO ; Bifeng LU ; Yong MEI ; Zhenlong CHEN
Chinese Journal of Industrial Hygiene and Occupational Diseases 2025;43(7):498-503
Objective:To explore the effects of workload factors and social psychological factors on work-related musculoskeletal disorders (WMSDs) , construct a preventive decision-assisted ensemble learning model, and propose screening methods with clinical significance.Methods:In October 2022, 1071 workers from optoelectronic enterprises were selected as the research subjects by cluster sampling method. The general situation of workers, workload factors, social psychological factors and the occurrence of WMSDs were collected by using questionnaires. logistic regression, Extreme Gradient Boosting (XGBoost) , ensemble learning and classification chain model were adopted to explore the key factors influencing WMSDs, and the area under curve (AUC) was used to evaluate the model performance.Results:The incidence of WMSDs among workers in optoelectronic enterprises in the past year was 47.7% (511/1071) , among which the incidence of multi-site WMSDs was 54.4% (278/511) . logistic regression analysis showed that prolonged sitting, personnel shortage and forward neck tilt were risk factors for the occurrence of WMSDs in workers ( P<0.05) . XGBoost identified the key social psychological factors influencing WMSDs as low mood, mental tension, perceived happiness level, psychological calmness and tranquility. The integrated classification chain model based on the ordered label order had certain efficacy (AUC>0.7) when analyzing WMSDs at the neck, waist, shoulder, back, elbow and hip positions. Conclusion:Workload factors are the main risk factors for the occurrence of WMSDs among workers in optoelectronic enterprises, and social psychological factors also have potential influences. The construction of a classification chain model can accurately identify the occurrence of WMSDs in multiple parts. The alternating prevention strategy of workload factors and social psychological factors has important public health significance.
3.Clinical one-visit root treatment with nickel-titanium rotary instrument and ultrasonic irrigation unit for chronic apical periodontitis
Zhenyu TANG ; Shiyong JIANG ; Hui WANG ; Bifeng LAN
Chinese Journal of Tissue Engineering Research 2014;(43):6973-6978
BACKGROUND:For on-visit root canal therapy, ultrasound washing can improve the quality of root canal irrigation, and play a synergistic role with ultrasound so that the flushing fluid can reach the area that cannot be completely cleaned up by root canal preparation instruments, such as apical isthmus and col ateral root canal, for removal of the detritus, cleanup and disinfection. <br> OBJECTIVE:To evaluate the clinical effect of one-visit root treatment with nickel-titanium rotary instruments and ultrasonic irrigation unit in treatment of chronic apical periodontitis. <br> METHODS:A total of 460 patients with il ed 460 teeth were selected. Patients were randomly divided into three groups:Mtwo instrument and ultrasonic technique combined with sodium hypochlorite was utilized in group A;ultrasonic technique combined with active silver ion antibacterial solution was utilized in group B;stainless steel K files with saline and hydrogen peroxide solution were used as irrigations in group C. Twenty-four hours after root canal fil ing, the pain degree was self-assessed by patients with visual analogue scale, and subsequent visit was done 7 days after root canal fil ing. Six and twelve months after root canal fil ing, the therapeutic effect was determined with X-ray examination and clinical assessment. <br> RESULTS AND CONCLUSION:The degree of pain and occurrence rate of acute reactions in groups A and B were significantly lower than those in group C (P<0.05), but there was no significant difference between groups A and B (P>0.05). Six months after root canal fil ing, the cure rate was not significantly different between three groups (P>0.05). But after 12 months, the cure rate in the group C was significantly lower than that in groups A and B (P<0.05). By using of nickel-titanium rotary instruments and ultrasonic irrigation unit in treatment of chronic apical periodontitis, the short-and long-term effects of one-visit root treatment have been achieved clinical y.
4.Cancer stem cell and CD133
Journal of International Oncology 2008;35(5):326-329
Recent evidence has increasedly supposed cancer stem cell theory.that cancers can be viewed as an abnormal organ in which tumor growth is driven by a population of cancer stem cells,with self-re-hewing and muti-differentiation potentiality.CD133 has been repofled sequentially in many malignan-cies.Although the biological function of CD133 is not well understood.the CD133 epitope cueeently senves as a useful marker for the isolation of cancer stem cells.Research has discovered that CD133+ tumor cells are in re-lation to tumorigenesis,invasion,metastasis,drug-resistance and recurrence.So,understanding the molecular bi-ology of the CD133+ tumor cells is essential for developing more effective anti-cancer tIeatments,especiallv tar-geting cancer stem cells.
5.Clinicopathological characteristics and prognosis of gastric stump cancer
Bifeng TANG ; Liye MA ; Minfeng ZHANG ; Xiaokang LIU ; Liqiang GU
Cancer Research and Clinic 2008;20(7):449-451
Objective To study the clinicopathologic characteristics and the prognostic factors of gastric stump cancer (GSC). Methods A total of forty-seven patients with GSC from Jan 2000 to Dec 2006 were enrolled in this study for retrospective analysis. Initial surgery was performed for gastric benign disease in 39 patients and for malignant disease in 8 patients, which were divided into 2 groups for analysis. The prognosis of all 47 patients were analyzed. Results The mean interval between previous gastrectomy and diagnosis of GSC was 24.4 years. Tumor developed mostly in the patients with Billroth- Ⅱ reconstruction, and male more than female. Tumor located at anastomotic site mostly, at stump stomach and cardia secondly. The mean interval for patients who had undergone their first gastrectomy for malignant disease was shorter than that with benign disease(P<0.05). Histology, therapy and prognosis showed no significant differences between two groups (P>0.05). Disease TNM stage and total radical gastrectomy were shown to be significant predictor for the outcome of patients with GSC (P <0.01). Conclusion Now the GSC patients with initial surgery performed for malignant disease are increased, which are no siginificant different to patients with benign disease. Early diagnosis and an aggressive surgical approach are crucial to achieve better outcomes for patients with GSC.
6.Experiences of nasal reconstruction with forehead flap: reports of 13 cases.
Siquan TANG ; Jun FENG ; Jinsong WEN ; Ping LÜ ; Yanli HUANG ; Hongying PU ; Jianhui ZHANG ; Bei LI ; Tianming ZHOU ; Longyue LIU ; Bifeng WANG ; Zhaohua CHE
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2007;21(5):202-203
OBJECTIVE:
To present the experience of nasal reconstruction with forehead flap.
METHOD:
nasal reconstruction with forehead flap were applied in eight nasal carcinoma cases after operation and 5 nasal trauma cases with defects.
RESULT:
These forehead flaps were alive in all patients, all incision healed in I stage, no post operative complications were found. The shapes of nose were satisfactory, there were no recurrence of tumor during 1 to 17 year follow up.
CONCLUSION
The method can be clinically applied for its simple procedure, reliable flap's blood supply, high survival rate and satisfied result.
Adolescent
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Adult
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Aged
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Female
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Forehead
;
surgery
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Humans
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Male
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Middle Aged
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Nose
;
injuries
;
surgery
;
Rhinoplasty
;
methods
;
Skin Transplantation
;
Surgical Flaps
;
Young Adult

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