识别和分析导致大学生不愿献血的因素:一个定量方法
Shweta Thusoo1, Antim Dev Mishra2
1School of Health Science, Sushant University, Gurugram, Haryana India.
概括
由于健康神话和恐惧,大学生不愿捐血. 有针对性的教育和宣传对于解决这些障碍和提高献血率至关重要.
科学领域:
- 公共卫生 公共卫生
- 健康行为研究 研究健康行为研究
- 医学社会学 医学社会学
背景情况:
- 献血对于医疗保健至关重要,但献血者信心仍然是一个挑战.
- 了解不情愿因素是提高捐赠率的关键.
研究的目的:
- 识别和分析导致大学生不愿献血的因素.
- 用数据驱动的方法对学生对献血的担忧进行分类.
主要方法:
- 在312名大学生中进行了横截面调查.
- 使用K-means集群的数据预处理和机器学习分析.
- 轮分数用于确定最佳集群识别.
主要成果:
- 确定了八个不同的不情愿集群.
- 关键问题包括健康神话,针恐惧症和缺乏过程意识.
- 具体的集群突出了献血的独特障碍.
结论:
- 需要有针对性的教育活动来解决特定的误解.
- 数据驱动的外展计划可以减轻障碍,增加学生参与.
- 进一步的研究应该验证干预措施,并包括多样化的人口统计.
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