新兴成人多动症情绪失调:在解释和分类障碍和同时出现的内化问题的关键考虑因素
Patrick K Goh1, Ashlyn W W A Wong1, Da Eun Suh1
1University of Hawai'i at Mānoa, Honolulu, USA.
Journal of attention disorders
|September 29, 2024
概括
情绪失调和无意识 (EDU) 显著改善了对障碍和内化问题的ADHD分类. 结合EDU的机器学习模型提高了对新兴成年人同时出现问题的预测.
科学领域:
- 心理学 心理学 心理学
- 神经科学是一个神经科学.
- 数据科学数据科学数据科学
背景情况:
- 注意缺陷/多动障碍 (ADHD) 经常与情绪失调和无意识 (EDU) 相关.
- 在新兴成年期,EDU超出ADHD症状的增量有效性需要进一步调查.
- 了解这些关系对于分类损伤和同时出现的问题至关重要.
研究的目的:
- 确定EDU在患有ADHD的新兴成年人中的增量有效性.
- 评估EDU在分类损伤和并发问题的实用性.
- 应用机器学习技术来提高分类准确度.
主要方法:
- 利用机器学习,特别是随机森林分析,对1539名自报ADHD的大学生的数据进行了分析.
- 通过问卷评估了ADHD症状,EDU和并发性问题.
- 评估模型在分类损伤和内化问题的表现.
主要成果:
- EDU 尺寸显著改善了损伤和内化问题的分类模型 (p < .001).
- 在单独的样本中,ADHD + EDU分类模型显示可接受到出色的表现.
- 不注意和有限访问情绪调节策略EDU维度是关键的预测特征.
结论:
- EDU是ADHD的显著缺陷,有助于解释与障碍和内化问题的同时发生.
- 机器学习促进了与ADHD相关的结果的精算分类.
- 结合多个措施,包括EDU,提高了分类准确性.
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