1.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid
Xi CHEN ; Shen’ao YUAN ; Hailing YUAN ; Jie ZHAO ; Peng CHEN ; Chunyan TIAN ; Yi SU ; Yunsong ZHANG ; Yu ZHANG
China Pharmacy 2025;36(11):1399-1404
OBJECTIVE To construct three-class (insufficient, normal, excessive) and two-class (insufficient, normal) models for predicting plasma concentration of valproic acid (VPA), and compare the performance of these two models, with the aim of providing a reference for formulating clinical medication strategies. METHODS The clinical data of 480 patients who received VPA treatment and underwent blood concentration test at the Xi’an International Medical Center Hospital were collected from November 2022 to September 2024 (a total of 695 sets of data). In this study, predictive models were constructed for target variables of three-class and two-class models. Feature ranking and selection were carried out using XGBoost scores. Twelve different machine learning algorithms were used for training and validation, and the performance of the models was evaluated using three indexes: accuracy, F1 score, and the area under the working characteristic curve of the subject (AUC). RESULTS XGBoost feature importance scores revealed that in the three-class model, the importance ranking of kidney disease and electrolyte disorders was higher. However, in the two-class model, the importance ranking of these features significantly decreased, suggesting a close association with the excessive blood concentration of VPA. In the three-class model, Random Forest method performed best, with F1 score of 0.704 0 and AUC of 0.519 3 on the test set; while in the two-class model, CatBoost method performed optimally, with F1 score of 0.785 7 and AUC of 0.819 5 on the test set. CONCLUSIONS The constructed three-class model has the ability to predict excessive VPA blood concentration, but its prediction and model generalization abilities are poor; the constructed two-class model can only perform classification prediction for insufficient and normal blood concentration cases, but its model performance is stronger.
2.The predictive value of a nomogram model based on aspartate aminotransferase-platelet ratio index for hepatocellular carcinoma recurrence after radiofrequency ablation
Yaxiang JI ; Jing XI ; Chunyan LIU ; Ping WU ; Xiaolan ZHANG ; Qian SONG
Journal of Interventional Radiology 2024;33(1):38-43
Objective To investigate the relationship between aspartate aminotransferase-platelet ratio index(APRI)and hepatocellular carcinoma(HCC)recurrence after radiofrequency ablation(RFA),and to construct a nomogram model for predicting the prognosis.Methods The clinical data of a total of 204 patients,whose initial diagnosis was HCC and received RFA at the Wujin Hospital Affiliated to Jiangsu University of China between January 2017 and December 2020,were retrospectively analyzed.The optimal cut-off value of APRI was determined using receiver operating characteristic(ROC)curve.Kaplan-Meier curves were plotted to estimate the recurrence-free survival(RFS)of high-APRI group patients and low-APRI group patients.The independent predictors of HCC recurrence after RFA were identified by using univariate and multivariate Cox regression analysis,and significant variables were selected to construct a nomogram model.The predictive ability of the nomogram model for HCC recurrence was evaluated by the consistency index(C-index)and calibration curves.Results The incidence of HCC recurrence after RFA was 57.4%(117/204),the optimal cut-off value of APRI for predicting HCC recurrence was 0.501,and the area under curve(AUC)value was 0.678(95%CI=0.603-0.752).High-APRI group(≥0.501)had 121 patients and low-APRI group(<0.501)had 83 patients.High APRI index was significantly correlated with low RFS(χ2=12.929,P<0.01).The univariate and multivariate Cox regression analysis revealed that the number of tumors(HR=1.541,95%CI=1.039-2.286,P=0.031),maximum tumor diameter(HR=1.461,95%CI=1.011-2.112,P=0.044),serum AFP level(HR=2.286,95%CI=1.576-3.318,P<0.01)and APRI index(HR=1.873,95%CI=1.257-2.790,P=0.002)were the independent risk factors for HCC recurrence.Based on the above four variables,a nomogram model for predicting HCC recurrence after RFA was constructed,the C-index was 0.769(95%CI=0.676-0.862),and the AUC values for 1-,2-,and 3-year RFS prediction were 0.707,0.719,and 0.707,respectively.The calibration curves showed that a good consistency existed between the predicted probability and actual probability.Conclusion The nomogram model based on APRI and tumor biological characteristics has an excellent predictive ability for HCC recurrence after RFA.(J Intervent Radiol,2024,32:38-43)
3.Chinese expert consensus on blood support mode and blood transfusion strategies for emergency treatment of severe trauma patients (version 2024)
Yao LU ; Yang LI ; Leiying ZHANG ; Hao TANG ; Huidan JING ; Yaoli WANG ; Xiangzhi JIA ; Li BA ; Maohong BIAN ; Dan CAI ; Hui CAI ; Xiaohong CAI ; Zhanshan ZHA ; Bingyu CHEN ; Daqing CHEN ; Feng CHEN ; Guoan CHEN ; Haiming CHEN ; Jing CHEN ; Min CHEN ; Qing CHEN ; Shu CHEN ; Xi CHEN ; Jinfeng CHENG ; Xiaoling CHU ; Hongwang CUI ; Xin CUI ; Zhen DA ; Ying DAI ; Surong DENG ; Weiqun DONG ; Weimin FAN ; Ke FENG ; Danhui FU ; Yongshui FU ; Qi FU ; Xuemei FU ; Jia GAN ; Xinyu GAN ; Wei GAO ; Huaizheng GONG ; Rong GUI ; Geng GUO ; Ning HAN ; Yiwen HAO ; Wubing HE ; Qiang HONG ; Ruiqin HOU ; Wei HOU ; Jie HU ; Peiyang HU ; Xi HU ; Xiaoyu HU ; Guangbin HUANG ; Jie HUANG ; Xiangyan HUANG ; Yuanshuai HUANG ; Shouyong HUN ; Xuebing JIANG ; Ping JIN ; Dong LAI ; Aiping LE ; Hongmei LI ; Bijuan LI ; Cuiying LI ; Daihong LI ; Haihong LI ; He LI ; Hui LI ; Jianping LI ; Ning LI ; Xiying LI ; Xiangmin LI ; Xiaofei LI ; Xiaojuan LI ; Zhiqiang LI ; Zhongjun LI ; Zunyan LI ; Huaqin LIANG ; Xiaohua LIANG ; Dongfa LIAO ; Qun LIAO ; Yan LIAO ; Jiajin LIN ; Chunxia LIU ; Fenghua LIU ; Peixian LIU ; Tiemei LIU ; Xiaoxin LIU ; Zhiwei LIU ; Zhongdi LIU ; Hua LU ; Jianfeng LUAN ; Jianjun LUO ; Qun LUO ; Dingfeng LYU ; Qi LYU ; Xianping LYU ; Aijun MA ; Liqiang MA ; Shuxuan MA ; Xainjun MA ; Xiaogang MA ; Xiaoli MA ; Guoqing MAO ; Shijie MU ; Shaolin NIE ; Shujuan OUYANG ; Xilin OUYANG ; Chunqiu PAN ; Jian PAN ; Xiaohua PAN ; Lei PENG ; Tao PENG ; Baohua QIAN ; Shu QIAO ; Li QIN ; Ying REN ; Zhaoqi REN ; Ruiming RONG ; Changshan SU ; Mingwei SUN ; Wenwu SUN ; Zhenwei SUN ; Haiping TANG ; Xiaofeng TANG ; Changjiu TANG ; Cuihua TAO ; Zhibin TIAN ; Juan WANG ; Baoyan WANG ; Chunyan WANG ; Gefei WANG ; Haiyan WANG ; Hongjie WANG ; Peng WANG ; Pengli WANG ; Qiushi WANG ; Xiaoning WANG ; Xinhua WANG ; Xuefeng WANG ; Yong WANG ; Yongjun WANG ; Yuanjie WANG ; Zhihua WANG ; Shaojun WEI ; Yaming WEI ; Jianbo WEN ; Jun WEN ; Jiang WU ; Jufeng WU ; Aijun XIA ; Fei XIA ; Rong XIA ; Jue XIE ; Yanchao XING ; Yan XIONG ; Feng XU ; Yongzhu XU ; Yongan XU ; Yonghe YAN ; Beizhan YAN ; Jiang YANG ; Jiangcun YANG ; Jun YANG ; Xinwen YANG ; Yongyi YANG ; Chunyan YAO ; Mingliang YE ; Changlin YIN ; Ming YIN ; Wen YIN ; Lianling YU ; Shuhong YU ; Zebo YU ; Yigang YU ; Anyong YU ; Hong YUAN ; Yi YUAN ; Chan ZHANG ; Jinjun ZHANG ; Jun ZHANG ; Kai ZHANG ; Leibing ZHANG ; Quan ZHANG ; Rongjiang ZHANG ; Sanming ZHANG ; Shengji ZHANG ; Shuo ZHANG ; Wei ZHANG ; Weidong ZHANG ; Xi ZHANG ; Xingwen ZHANG ; Guixi ZHANG ; Xiaojun ZHANG ; Guoqing ZHAO ; Jianpeng ZHAO ; Shuming ZHAO ; Beibei ZHENG ; Shangen ZHENG ; Huayou ZHOU ; Jicheng ZHOU ; Lihong ZHOU ; Mou ZHOU ; Xiaoyu ZHOU ; Xuelian ZHOU ; Yuan ZHOU ; Zheng ZHOU ; Zuhuang ZHOU ; Haiyan ZHU ; Peiyuan ZHU ; Changju ZHU ; Lili ZHU ; Zhengguo WANG ; Jianxin JIANG ; Deqing WANG ; Jiongcai LAN ; Quanli WANG ; Yang YU ; Lianyang ZHANG ; Aiqing WEN
Chinese Journal of Trauma 2024;40(10):865-881
Patients with severe trauma require an extremely timely treatment and transfusion plays an irreplaceable role in the emergency treatment of such patients. An increasing number of evidence-based medicinal evidences and clinical practices suggest that patients with severe traumatic bleeding benefit from early transfusion of low-titer group O whole blood or hemostatic resuscitation with red blood cells, plasma and platelet of a balanced ratio. However, the current domestic mode of blood supply cannot fully meet the requirements of timely and effective blood transfusion for emergency treatment of patients with severe trauma in clinical practice. In order to solve the key problems in blood supply and blood transfusion strategies for emergency treatment of severe trauma, Branch of Clinical Transfusion Medicine of Chinese Medical Association, Group for Trauma Emergency Care and Multiple Injuries of Trauma Branch of Chinese Medical Association, Young Scholar Group of Disaster Medicine Branch of Chinese Medical Association organized domestic experts of blood transfusion medicine and trauma treatment to jointly formulate Chinese expert consensus on blood support mode and blood transfusion strategies for emergency treatment of severe trauma patients ( version 2024). Based on the evidence-based medical evidence and Delphi method of expert consultation and voting, 10 recommendations were put forward from two aspects of blood support mode and transfusion strategies, aiming to provide a reference for transfusion resuscitation in the emergency treatment of severe trauma and further improve the success rate of treatment of patients with severe trauma.
4.Clinicopathological and imaging features of 9 cases with ovarian collision tumors
Xi ZHANG ; Xiaojuan WANG ; Chunyan WANG ; Pei WANG
Cancer Research and Clinic 2024;36(8):594-599
Objective:To investigate the clinicopathological characteristics and imaging manifestations of ovarian collision tumors.Methods:A retrospective case series study was conducted. The clinical data of 9 patients with ovarian collision tumors diagnosed by surgical pathology and with complete clinical and imaging data from Shanxi Province Cancer Hospital betweenJanuary 2013 and December 2021 were retrospectively analyzed. Tumor markers, ultrasound and CT examinations were performed in all patients. Ovarian-adnexal reporting and data system (O-RADS) scoring was used to observe the imaging features of tumors, and to make comparison with clinical features and pathological results.Results:The median age [ M ( Q1, Q3)] of the 9 patients was 42 years (29 years, 64 years); clinical symptoms included lower abdominal pain, suffocation with lumbar drowsiness in 2 cases, vaginal bleeding in 1 case, intermittent malaise and vomiting in 1 case, and asymptomatic in 5 cases; 2 cases had elevated carbohydrate antigen 125 (CA125), 1 case had elevated carbohydrate antigen 199 (CA199), 1 case had elevated carcinoembryonic antigen (CEA), CA199 and CA125, and 1 case had elevated CEA, CA199, and human epitope protein 4 (HE4). O-RADS scoring: 4 cases had 2 points, 2 cases had 3 points, 3 cases had 4 points. CT result showed a large or huge cystic solid lesion, with tumor diameter of 3-25 cm, a smooth edge and a variety of density or signal components in 9 cases. All the 9 cases were composed of germ cell-derived and surface epithelial-derived tumors. Conclusions:The clinical symptoms and imaging manifestations of ovarian collision tumors are non-specific. O-RADS scoring plays a certain role in predicting the nature of ovarian collision tumors. Its pathological types are mostly germ cell-derived tumors and surface epithelial-derived tumors.
5.Observation on the clinical outcomes of continued pregnancy following cesarean scar pregnancy in 55 women
Lu ZHOU ; Li LUO ; Demei YING ; Jinhong XIANG ; Xi XIONG ; Chunyan GAO ; Qiulei SUN ; Zhengqiong CHEN
Chinese Journal of Obstetrics and Gynecology 2023;58(1):37-43
Objective:To observe the clinical outcomes of continued pregnancy in pregnant women with cesarean scar pregnancy (CSP).Methods:A retrospective analysis was performed on the pregnancy outcomes of 55 pregnant women who were diagnosed with CSP at the Second Affiliated Hospital of Army Medical University during the first trimester of pregnancy from August 1st, 2018 to October 31st, 2021 and strongly requested to continue the pregnancy.Results:Of the 55 pregnant women, 15 terminated the pregnancy in the first trimester, 1 underwent hysterotomy at 23 weeks of gestation due to cervical dilation, and 39 (71%, 39/55) continued pregnancy to the third trimester achieving live births via cesarean section. The gestational age of the 39 pregnant women delivered by cesarean section was 35 +6 weeks (range: 28 +5-39 +2 weeks), of whom 7 cases at 28 +5-33 +6 weeks, 20 cases at 34-36 +6 weeks, and 12 cases at 37-39 +2 weeks. The results of pathological examination were normal placenta in 3 cases (8%, 3/39), placenta creta in 4 cases (10%, 4/39), placenta increta in 9 cases (23%, 9/39) and placenta percreta in 23 cases (59%, 23/39). Among the 36 pregnant women who were pathologically confirmed as placenta accreta spectrum disorders (PAS) after surgery, the last prenatal ultrasonography showed placenta previa in 27 cases (75%, 27/36) and not observed placenta previa in 9 cases. The median intraoperative blood loss, autologous blood transfusion, and allogeneic suspended red blood cell infusion of 39 pregnant women during cesarean section were 1 000 ml (300-3 500 ml), 300 ml (0-2 000 ml) and 400 ml (0-2 400 ml), respectively. The uterine preservation rate was 100% (39/39), and only 1 case received cystostomy due to intracystic hemorrhage. The birth weight of the newborn was 2 580 g (1 350-3 800 g), and 1 case of mild asphyxia. Conclusions:Pregnant women with CSP who continue pregnancy under close monitoring after adequate ultrasound evaluation and doctor-patient communication could achieve better maternal and infant outcomes, but pregnant women with CSP are highly likely to continue pregnancy and develop into PAS. Effective hemostasis means and multidisciplinary team cooperation are needed in perinatal period for ensuring maternal and fetal safety.
6.Cost-effectiveness analysis of different screening modes for thalassemia in Hunan Province
Hui XI ; Qin LIU ; Donghua XIE ; Xu ZHOU ; Wanglan TANG ; Deguo TANG ; Chunyan ZENG ; Qiong WANG ; Xinghui NIE ; Jinping PENG ; Xiaoya GAO ; Hongliang WU ; Haoqing ZHANG ; Li QIU ; Zonghui FENG ; Shuyuan WANG ; Shuxiang ZHOU ; Jun HE ; Shihao ZHOU ; Faqun ZHOU ; Junqing ZHENG ; Hua WANG ; Junqun FANG ; Changbiao LIANG
Chinese Journal of Perinatal Medicine 2023;26(6):468-475
Objective:To analyze the costs and effectiveness of five common screening modes and genetic screening for thalassemia in China in order to find the optimal way and provide evidence for the implementation of thalassemia prevention and control projects in Hunan Province.Methods:From June 2020 to April 2021, 12 971 couples from 14 cities and autonomous prefectures in Hunan Province were selected as the study population. The diagnosis of thalassemia was based on the results of genetic testing. Results of routine blood test and hemoglobin electrophoresis were collected and analyzed. The efficacy of five screening modes, at the cut-off value of <80 fl or 82 fl for the mean corpuscular volume (MCV), was analyzed by positive predictive value, negative predictive value, Jorden index and cost-effectiveness ratio. Sensitivity analysis was used to assess the feasibility of genetic screening at different costs after fixing the costs of routine blood and hemoglobin electrophoresis. The five thalassemia screening models are as follows: Mode 1: The woman had a blood routine test first. If the result was positive, the spouse required a blood routine test. If both results were positive, a thalassemia gene test should be offered to the couple. Mode 2: Both husband and wife were screened by blood routine and hemoglobin electrophoresis. If one or both of them were positive, both would be tested for thalassemia gene. Mode 3: The couple received blood routine tests initially. If either was positive, both should receive hemoglobin electrophoresis testing. If either was positive, both parties will conduct thalassemia gene testing. Mode 4: The woman was screened by blood routine and hemoglobin electrophoresis. If any one of them was positive, the woman would be tested for thalassemia gene. If the gene test result was positive, the spouse should receive thalassemia gene. Mode 5: Both spouses conducted a blood routine test. If either was positive, both would conduct hemoglobin electrophoresis test. If both were positive, both spouses should receive thalassemia gene testing. Gene testing mode: The woman would be tested for thalassemia, and her spouse would have thalassemia test too if her result was positive.Results:When using MCV<80 fl as the cut-off for diagnosing thalassemia, the Youden indices of the five prenatal screening modes in Hunan Province were 0.551, 0.639, 0.898, 0.555 and 0.356, while when using MCV<82 fl as the cut-off, the Youden indices were 0.549, 0.629, 0.851, 0.548 and 0.356. When the MCV cut-off value was <80 fl, the missed diagnosis rates of the five screening modes were 44.44%, 0.00, 0.00, 18.52% and 62.96%, and the cost-effectiveness ratios were 21 709, 250 939, 76 870, 138 463 and 92 860 yuan (RMB)/couple, respectively. When the price of genetic testing was lower than 55 yuan (RMB), the cost-effectiveness ratio of genetic screening was lower than that of Mode 3.Conclusions:MCV<80 fl can be considered as the positive criteria in blood routine screening for thalassemia in Hunan Province, and the cost-effectiveness ratio of Mode 3 (the couple received blood routine tests initially. If either was positive, both should receive hemoglobin electrophoresis testing. If either was positive, both parties will conduct thalassemia gene testing) is the best. Genetic screening has certain advantages with the decreasing price.
7.CircR2Disease v2.0:An Updated Web Server for Experimentally Validated circRNA-disease Associations and Its Application
Fan CHUNYAN ; Lei XIUJUAN ; Tie JIAOJIAO ; Zhang YUCHEN ; Wu FANG-XIANG ; Pan YI
Genomics, Proteomics & Bioinformatics 2022;20(3):435-445
With accumulating dysregulated circular RNAs(circRNAs)in pathological processes,the regulatory functions of circRNAs,especially circRNAs as microRNA(miRNA)sponges and their interactions with RNA-binding proteins(RBPs),have been widely validated.However,the collected information on experimentally validated circRNA-disease associations is only preliminary.Therefore,an updated CircR2Disease database providing a comprehensive resource and web tool to clarify the relationships between circRNAs and diseases in diverse species is necessary.Here,we present an updated CircR2Disease v2.0 with the increased number of circRNA-disease associations and novel characteristics.CircR2Disease v2.0 provides more than 5-fold experimentally validated circRNA-disease associations compared to its previous version.This version includes 4201 entries between 3077 circRNAs and 312 disease subtypes.Secondly,the information of circRNA-miRNA,circRNA-miRNA-target,and circRNA-RBP interactions has been manually collected for various diseases.Thirdly,the gene symbols of circRNAs and disease name IDs can be linked with various nomenclature databases.Detailed descriptions such as samples and journals have also been integrated into the updated version.Thus,CircR2Disease v2.0 can serve as a platform for users to systematically investigate the roles of dysregulated circRNAs in various diseases and further explore the posttranscriptional regulatory function in diseases.Finally,we propose a computational method named circDis based on the graph convolutional network(GCN)and gradient boosting decision tree(GBDT)to illustrate the applications of the CircR2Disease v2.0 database.
8.Epidemiological survey of patients with decompensated hepatitis C cirrhosis in hospital in 2012-2019
Journal of Public Health and Preventive Medicine 2021;32(2):55-58
Objective To analyze the epidemiological characteristics of patients with decompensated hepatitis C cirrhosis in hospital from 2012 to 2019. Methods Data of 496 patients with decompensated liver cirrhosis who were treated in the inpatient department of the hospital from 2012 to 2019 were collected. The age and gender distribution, basic information, the first complications during follow-up and the cause of death were analyzed. Results Patients with decompensated liver cirrhosis were mainly male and ≥ 60 years old. The proportion of males was significantly higher than that of females (P<0.05). There were significant differences in gender, age, region, years of hepatitis C infection, family history of liver disease, diabetes mellitus, hypertension, antiviral treatment and child Pugh classification of liver function (P<0.05). The first complication of patients with decompensated liver cirrhosis from highest to lowest rate were ascites, spontaneous peritonitis, upper gastrointestinal bleeding, esophagogastric varices and hepatic encephalopathy. During the follow-up period, 97 patients died, with an annual mortality rate of 4.89%. The causes of death ranked from high to low were primary liver cancer, hemorrhagic shock, hepatic encephalopathy, hepatorenal syndrome, multiple organ function failure, and septic shock. Conclusion Age, gender, region, years of hepatitis C infection, family history of liver disease, diabetes, hypertension, antiviral treatment and liver function were important influencing factors for the occurrence of decompensated liver cirrhosis in the hospital from 2012 to 2019. Health education should be strengthened and corresponding intervention measures should be formulated to reduce the incidence of decompensated liver cirrhosis.
9.Blocking the JAK2/STAT3 and ERK pathways suppresses the proliferation of gastrointestinal cancers by inducing apoptosis.
Xi WANG ; Chunyan DAI ; Yifei YIN ; Lin WU ; Weiyang JIN ; Yufei FU ; Zhe CHEN ; Ke HAO ; Bin LU
Journal of Zhejiang University. Science. B 2021;22(6):492-503
Dysregulated crosstalk between different signaling pathways contributes to tumor development, including resistance to cancer therapy. In the present study, we found that the mitogen-activated extracellular signal-regulated kinase (MEK) inhibitor trametinib failed to suppress the proliferation of PANC-1 and MGC803 cells by activating the Janus kinase 2 (JAK2)/signal transducer and activator of transcription 3 (STAT3) signaling pathway, while the JAK2 inhibitor fedratinib failed to inhibit the growth of the PANC-1 cells upon stimulation of extracellular signal-regulated kinase (ERK) signaling. In particular, the most prominent enhancement of the anti-proliferative effect resulted from the concurrent blockage of the JAK2/STAT3 and ERK signaling pathways. Furthermore, the combination of the two inhibitors resulted in a reduced tumor burden in mice. Our evidence suggests novel crosstalk between JAK2/STAT3 and ERK signaling in gastric cancer (GC) and pancreatic ductal adenocarcinoma (PDAC) cells and provides a therapeutic strategy to overcome potential resistance in gastrointestinal cancer.
10.Gender stereotype of early adolescents and its influencing factors
XI Haiyang, ZUO Xiayun, YU Chunyan, LIAN Qiguo, TU Xiaowen, YAN Li, LOU Chaohua
Chinese Journal of School Health 2020;41(8):1185-1188
Objective:
To explore the gender stereotype in early adolescence and the potential influencing factors.
Methods:
Stratified cluster sampling method was adopted to recruit students of grade 6-8 in three middle schools of Shanghai during November to December, 2017. Students were surveyed anonymously using Computer Assisted Self-Interview approach regarding geder stereotype and associated factors.
Results:
Average gender stereotype score was (3.32±0.75), with boys(3.43±0.75)higher than the girls(3.20±0.72)(t=6.37, P<0.05). The "agreement" proportion was highest among gender stereotypes items which reflect personality characteristics such as "it’s important for boy to be strong and determined" "girls should be like a lady" and "girls were expected to be submissive"(60.99%,50.79%,43.95%), and the "agreement" proportion among boys increased with age, while decreased in girls. Boys who had sisters or recent bullying behaviors showed more gender stereotype[β(95%CI)=0.19(0.05-0.33), 0.39(0.12-0.67)]. Girls whose parents allowed to go to opposite sex homes alone had less gender stereotype, however, the gender stereotype became stronger when girls had more female peers[β(95%CI)=-0.22(-0.41--0.03),0.04(0.00-0.07)].
Conclusion
The young adolescents, especially boys, show certain level of gender stereotype. The normal heterosexual friendships and safe campus environments would help promote young adolescents to establish equal gender beliefs.


Result Analysis
Print
Save
E-mail