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一种机器学习方法揭示了疫苗接种后疾病行为和内接收之间的关系:对更高脆弱性的心理指数的建议
Gaspare Alfì1, Graziella Orrù1, Danilo Menicucci1
1Department of Surgical, Medical and Molecular Pathology and Critical Care Medicine, University of Pisa, 56126 Pisa, Italy.
Healthcare (Basel, Switzerland)
|November 24, 2023
概括
接种疫苗可以增加疾病行为,受个人因素的影响,如情绪和整体感知意识. 了解这些联系有助于确定谁可能在接种疫苗后感到更生病.
科学领域:
- 心理神经免疫学 心理神经免疫学
- 健康心理学 心理健康心理学
背景情况:
- 以前的研究表明,疫苗接种和疾病行为之间存在联系.
- 在调节疫苗接种后健康感知方面,整体感知意识和情绪因素的作用需要进一步研究.
研究的目的:
- 探索疫苗接种与疾病行为之间的关联.
- 检查接种疫苗后,感知意识和情绪因素如何影响感知健康状况.
主要方法:
- 一项针对647名COVID-19疫苗接种后个人进行的横截面在线调查.
- 收集的数据包括接种疫苗的副作用,人口统计,健康状况,担忧,感知意识,情绪,睡眠和疾病行为.
- 用推理统计和机器学习进行数据分析.
主要成果:
- 疫苗接种后疾病行为显著增加 (p=0.001).
- 机器学习确定了个体性向 (性别,年龄),情绪状态 (抑郁,焦虑,压力) 和整感觉意识组件 (注意,身体倾听,注意调节) 作为疾病行为的预测因素.
结论:
- 接收意识在调节疫苗接种后疾病行为的严重程度方面发挥着关键作用.
- 意识到身体的感觉会影响感知到的健康状况,有助于识别容易在接种疫苗后感到不舒服的个体.
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