Predicting suicidal ideation from depression screening data: A network-augmented machine learning approach

doi:10.1016/j.jad.2026.121671

2026-03-23

DOI：10.1016/j.jad.2026.121671

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摘要

En 中文

• 从抑郁数据中筛查自杀意念，结合网络增强的机器学习 • 在PHQ-8之上添加网络特征，在不损失性能的情况下提高可解释性。 • 在五个大型队列中进行了外部验证

Keyword:

Suicidal ideation

Depression

Machine learning

Network analysis

Patient Health Questionnaire-9 (PHQ-9)

National Health and Nutrition Examination Survey (NHANES)

期刊

Journal of Affective Disorders

IF:

4.9

论文数:

2.1W

被引数:

6.9W

机构

university of michigan

学者数:

9.4K

论文数: 4.4K

被引数: 1

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