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Background The influencing factors of noise hazards in the automotive manufacturing industry are complex, diverse, and mutually correlated, resulting in significant health impacts on workers. Objective To explore the application of generalized estimating equations (GEE) to analyze the factors affecting high-frequency hearing loss among noise-exposed workers in an automotive manufacturing company, guiding enterprises to scientifically carry out employee hearing protection programs. Methods The data of occupational health field evaluation and occupational health surveillance of an automobile manufacturing company for five consecutive years from 2018 to 2022 were collected, and 806 noise-exposed workers with pure tone hearing test results for all five consecutive years were selected as study participants. The retrieved indicators were gender, physical examination year, noise intensity, blood pressure, white blood cell counts, red blood cell counts, platelet counts, concentrations of hemoglobin, alanine transaminase, aspartate aminotransferase, smoking, drinking, etc. Gender, noise intensity, blood pressure, white blood cell counts, red blood cell counts, concentrations of hemoglobin, platelet counts, glutamate aminotransferase, glutamate aminotransferase, smoking, and drinking were set as independent variables, and occurrence of high-frequency hearing loss was set as a dependent variable, and GEE were constructed by using the statistical software of SPSS 20.0 to analyze the influencing factors of high-frequency hearing loss. Results Of the 806 workers, 698 were male (86.6%) and 108 were female (13.4%). The detection rates of high-frequency hearing loss in each year from 2018 to 2022 were 66.4% (535/806), 69.8% (563/806), 70.0% (564/806), 68.9% (555/806), and 68.2% (550/806), respectively. The detection rate of high-frequency hearing loss in the company was varied significantly by gender, lowered white blood cell counts, lowered red blood cell counts, lowered platelet counts, smoking, and drinking (P<0.05). The results of GEE analysis showed that after adjusting for selected confounding factors and excluding interaction effects, the risk of high-frequency hearing loss was higher in men than in women (P=0.001; OR=1.907, 95%CI: 1.286, 2.829); it was higher in workplace with disqualified noise intensity than in those without (P=0.043; OR=1.289, 95%CI: 1.009, 1.648); it was also higher in smokers than in non-smokers (P=0.004; OR=1.507, 95%CI: 1.137, 1.999). Conclusion Gender, noise intensity, and smoking are the main influencing factors of high-frequency hearing loss in noise-exposed workers in this automobile manufacturing company. Controlling smoking and reducing noise exposure intensity may reduce the occurrence of high-frequency hearing loss in workers.
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Objective:To explore the long-term effect of Zhenzhu Tiaozhi capsule（FTZ） on hemoglobin A1c（HbA1c）in patients with type 2 diabetes mellitus （T2DM） based on real-world data. Method:T2DM patients who were provided with FTZ （FTZ group） and those receiving conventional hypoglycemic drugs （control group） were extracted from the hospital information system （HIS） of the First Affiliated Hospital of Guangdong Pharmaceutical University， followed by propensity score matching （PSM） for balancing the confounding factors between groups. With HbA1c as the efficacy evaluation index， the difference in efficacy between the two groups was compared using <italic>t</italic>-test and <italic>χ</italic><sup>2</sup> test. For repeated measurement data of the same patient， the difference in efficacy and the stability of FTZ against HbA1c were analyzed by generalized estimating equation （GEE）. The factors that might affect the efficacy of FTZ against HbA1c were subjected to multivariate linear regression analysis （MLRA）， and the subgroup analyses were then conducted after the stratification of relevant factors. Result:There were 46 patients included in the FTZ group and 1 208 patients in the control group. PSM yielded 42 pairs of samples with balanced covariates between groups. As revealed by one-year observation， ① HbA1c in the FTZ group after treatment was 6.51%±1.09%. No significant difference was observed either in pre- and post-treatment comparison in the FTZ group or in its comparison with the control group. At the same time， the HbA1c compliance rate in the FTZ group was 73.8% after treatment. No significant difference was observed either in pre- and post-treatment comparison in the FTZ group or in its comparison with the control group. ② The GEE results showed that the post-treatment HbA1c levels in the two groups were not significantly different from each other. Moreover， the HbA1c level remained stable over treatment time. ③ MLRA and subgroup analyses results demonstrated that FTZ was more effective in patients with high baseline HbA1c ［<italic>β</italic>=-0.530，95% confidence interval（CI） -0.850～-0.209，<italic>P</italic><0.01］ or those who were complicated with hypertension （<italic>β</italic>=-0.918，95%CI -1.614～-0.222，<italic>P</italic><0.05）. Conclusion:In the real world， FTZ is able to control the blood sugar， and its effect is similar to those of conventional hypoglycemic drugs. Besides， it is capable of stabilizing the blood sugar for a long time.
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Objective To explore the determinants of infants overweight and obesity using generalized estimation equation (GEE). Methods Data were extracted from 26 624 2-year old infants who completed required health examination from January 2017 to December 2019 in Minhang District of Shanghai.The weight for height at 6, 12, 18 and 24 months of age was calculated to evaluate nutrition status of infants.Ordinal multinomial GEE was fitted with malnutrition, normality, overweight and obesity as responding variables to explore the determinants of infants overweight and obesity. Results Incidence rate of overweight and obesity in infants of 6 to 24 months of age had a tendency of decline, and proportion of normality showed as increasing tendency along with the increase of months of age(P < 0.001).GEE showed that the following factors were more likely involved in infant overweight and obesity: male(OR=1.182), lower education level of mother (OR=1.399 for primary school, OR=1.124 for junior high school, and OR＝1.083 for senior high school, respectively), higher body weight of father(OR=1.003), higher pre-pregnant body weight of mother(OR=1.003), longer gestational age(OR=1.058), longer sleeping time at 6 month of age(OR=1.032), lower month of age (OR=2.911 for 6 months, OR=1.952 for 12 months, and OR=1.232 for 18 months, respectively).Those with low birth weight (OR=0.205 for < 2 500 g, and OR=0.410 for 2 500~3 999 g, respectively)and exclusive breastfeeding at 6 months of age(OR=0.946)had low likelihood of overweight and obesity. Conclusion Comprehensive measures should be taken to control infants overweight and obesity, including encouraging expectant parents to maintain normal body weight before pregnancy, strengthening the education of scientific feeding knowledge, and extending exclusive breastfeeding.