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机器学习用于识别市中心老年西班牙裔成年人口腔健康的行为决定因素。

Machine Learning to Identify Behavioral Determinants of Oral Health in Inner City Older Hispanic Adults.

作者信息

Yoon Sunmoo, Choi Thomas, Odlum Michelle, Mitchell Dennis A, Kronish Ian M, Davidson Karina W, Finkelstein Joseph

机构信息

School of Nursing, Columbia University, New York, NY, USA.

College of Dental Medicine, Columbia University, New York, NY, USA.

出版信息

Stud Health Technol Inform. 2018;251:253-256.

Abstract

We applied machine learning techniques to a community-based behavioral dataset to build prediction models to gain insights about minority dental health and population aging as the foundation for future interventions for urban Hispanics. Our application of machine learning techniques identified emotional and systemic factors such as chronic stress and health literacy as the strongest predictors of self-reported dental health among hundreds of possible variables. Application of machine learning algorithms was useful to build prediction models to gain insights about dental health and minority population aging.

摘要

我们将机器学习技术应用于一个基于社区的行为数据集,以构建预测模型,从而深入了解少数族裔牙齿健康和人口老龄化情况,为未来针对城市西班牙裔的干预措施奠定基础。我们对机器学习技术的应用在数百个可能的变量中识别出了情绪和系统性因素,如慢性压力和健康素养,这些是自我报告牙齿健康状况的最强预测因素。机器学习算法的应用有助于构建预测模型,以深入了解牙齿健康和少数族裔人口老龄化情况。

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