在青少年自杀风险组中,使用自然语言处理对未参加心理评估的原因进行分析
Adriana García-Ramos1, Sandra Doval2, Cecilia A Essau3
1Department of Psychiatry, Universidad Autónoma de Madrid, Spain; Centre for Biomedical Research in Mental Health (CIBERSAM ISCIII), Spain.
Child abuse & neglect
|February 7, 2026
概括
家庭暴力和虐待严重影响青少年获得心理健康护理. 解决这些问题和减少耻辱是提高参与度和降低自杀风险的关键.
科学领域:
- 精神病学是一个精神病学.
- 心理学 心理学 心理学
- 公共卫生 公共卫生
背景情况:
- 没有参加心理评估是风险青少年的一个重要障碍.
- 识别与缺勤相关的因素对于改善心理健康服务参与度至关重要.
研究的目的:
- 检查自杀风险的青少年缺席的原因.
- 确定与错过预约有关的心理,家庭和行为因素.
主要方法:
- 使用心理测量数据和NLP辅助分析文本数据的定量方法.
- 机器学习算法和推断统计数据用于识别模式.
- 评估了缺席与虐待,暴力和其他因素之间的关联.
主要成果:
- 一个天真的贝叶斯分类器在预测不出席类别方面取得了93%的准确性.
- 父母拒绝是不出席的最常见原因.
- 在非出席组中发现了身体虐待和儿童对父母暴力的显著差异.
结论:
- 家庭动态,包括家庭内暴力和虐待,是不出席的关键因素.
- 耻辱感和青少年不愿意接触心理健康服务是关键障碍.
- 需要多方面的干预措施,包括父母的参与和解决家庭暴力问题,以改善风险青少年的护理机会.
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