Social Determinants of Health Research Center, Mashhad University of Medical Sciences, Mashhad, Iran.
Department of Epidemiology and Biostatistics, School of Health, School of Health, Mashhad University of Medical Sciences, Mashhad, Iran.
J Prev Med Hyg. 2024 Jan 1;64(4):E448-E456. doi: 10.15167/2421-4248/jpmh2023.64.4.3089. eCollection 2023 Dec.
Understanding the factors that influence women's cancer screening behavior is crucial in reducing cancer mortality through early detection. Therefore, the objective of this study was to examine the status of mammography and related factors among women who presented to the health centers of Khorasan Razavi province, Iran.
For this study, a sample of 251,011 women who visited healthcare centers affiliated with Mashhad University of Medical Sciences was selected. The study examined several variables, including sociodemographic information, current smoking, nutrition status, and physical exercise. All analyses were performed using Python programming language and SPSS software. Furthermore, to handle imbalanced data, we used SMOTE balancing method that is an oversampling method and produce synthetic samples from the minority class.
The factors of age, education, being employed, having children, family history of cancer, physical activity, smoking status, and diet were all predictors of mammography screening. Moreover, findings showed that age and family history of breast cancer were most important variables to predict mammography status, respectively.
By examining various variables such as dietary habits, exercise, smoking, and demographic properties, it sheds light on the relationships between these factors and mammography screening. This provides valuable insights into the associations between breast cancer screening behavior and preventive lifestyle behaviors. By targeting both preventive lifestyle choices and breast cancer screening behaviors, interventions can effectively promote positive changes in behavior and ultimately reduce the incidence and impact of breast cancer.
了解影响女性癌症筛查行为的因素对于通过早期检测降低癌症死亡率至关重要。因此,本研究的目的是检查伊朗霍拉桑拉扎维省健康中心就诊妇女的乳房 X 光检查状况及其相关因素。
本研究选取了 251011 名访问马什哈德医科大学附属医院的妇女作为样本。该研究调查了一些变量,包括社会人口统计学信息、当前吸烟状况、营养状况和体育锻炼。所有分析均使用 Python 编程语言和 SPSS 软件进行。此外,为了处理不平衡数据,我们使用了 SMOTE 平衡方法,这是一种过采样方法,可以从少数类别中生成合成样本。
年龄、教育程度、就业状况、子女状况、癌症家族史、体育活动、吸烟状况和饮食均为乳房 X 光检查的预测因素。此外,研究结果表明,年龄和乳腺癌家族史是预测乳房 X 光检查状况的最重要变量。
通过检查饮食习惯、运动、吸烟和人口统计学特征等各种变量,可以了解这些因素与乳房 X 光检查之间的关系。这提供了有关乳腺癌筛查行为与预防性生活方式行为之间关联的有价值的见解。通过针对预防性生活方式选择和乳腺癌筛查行为,干预措施可以有效地促进行为的积极变化,并最终降低乳腺癌的发病率和影响。