影响运动员心理健康的关键个性和训练因素 - 基于机器学习
Guoxiao Sun1, Jun Wang1, Shuangling Zhang2
1School of Physical Education, Shandong University, Jinan, China.
PloS one
|December 17, 2025
概括
运动员患精神疾病的风险很高. 伤害影响,大胆和训练年数等关键因素影响运动员的心理健康,需要量身定制的干预措施.
科学领域:
- 运动医学 运动医学
- 心理学 心理学 心理学
- 心理健康研究 心理健康研究
背景情况:
- 运动员的精神疾病发病率高于一般人群.
- 人格特征和训练因素与运动员的心理健康有关.
研究的目的:
- 确定与运动员心理健康结果相关的关键人格特征和训练相关因素.
- 探索运动员中精神障碍的风险和保护因素.
主要方法:
- 328名运动员使用卡特尔的16个人格因素和症状检查清单-90 (SCL-90) 进行评估.
- 应用随机森林和物流回归模型来确定影响因素.
- 数据包括人口统计,训练史和受伤影响.
主要成果:
- 44.6%的运动员报告至少有一种精神障碍的症状.
- 确定了重要的因素:受伤影响,运动水平,训练年,大胆,敏感,恐惧和紧张.
- 高胆量,运动水平和训练持续时间是保护性的;受伤影响,恐惧,紧张和敏感性是危险因素.
结论:
- 特定的性格特征和训练因素显著影响运动员的心理健康.
- 个性化方法和早期干预对于管理运动员心理健康至关重要.
- 了解风险和保护因素可以指导为运动员提供有针对性的支持.
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