使用贝叶斯信念网络模型评估产妇服务中的患者体验
Abrar Abdulhakim Ahmed Munassar1, Mecit Can Emre Simsekler1, Ahmed Alaaeldin Saad1
1Department of Management Science & Engineering, Khalifa University of Science & Technology, Abu Dhabi, United Arab Emirates.
PloS one
|February 20, 2025
概括
了解孕产妇患者的体验是关键. 这项研究使用贝叶斯信念网络来分析影响护理的因素,揭示了改善母亲和婴儿结果至关重要的相互依存关系.
科学领域:
- 医疗保健服务研究 医疗服务研究
- 孕产妇健康 孕产妇健康
- 患者体验研究 患者体验研究
背景情况:
- 怀孕和分娩带来了独特的挑战和风险,特别是在缺乏足够的护理的情况下.
- 产妇患者的体验是由各种相互关联的因素所塑造的.
- 提高产妇护理质量对于积极的母亲和婴儿结果至关重要.
研究的目的:
- 调查影响产妇患者体验的因素.
- 探索这些影响因素之间的复杂相互作用.
- 确定产妇护理满意度的关键驱动因素.
主要方法:
- 利用了2021年英格兰国家卫生服务 (NHS) 产妇患者调查的数据.
- 采用贝叶斯信念网络 (BBN) 来建模因子相互作用.
- 应用结构性学习模型 (贝叶斯搜索,彼得-克拉克,贪的厚薄) 和灵敏度分析.
主要成果:
- 确定了影响产妇护理经验的八个关键领域:护理开始,产前检查,怀孕期间的护理,分娩和分娩,员工护理,医院护理,婴儿养和产后护理.
- 突出了这些领域之间显著的相互依存关系.
- 量化了相互作用,并确定了影响患者结果的最有影响力的因素.
结论:
- 认识到产妇护理领域的相互联系对于提高患者体验至关重要.
- 调查结果为医疗管理人员提供了可操作的见解,以制定有针对性的战略.
- 这项研究有助于提高产妇护理质量和整体母亲和婴儿福祉.
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