Seoul School of Integrated Sciences and Technologies, Seoul 03767, Republic of Korea.
School of Management, Hebei GEO University, Shijiazhuang 050031, China.
Occup Ther Int. 2022 Jul 6;2022:2735824. doi: 10.1155/2022/2735824. eCollection 2022.
As the competition between enterprises intensifies, employees have witnessed a decline of psychological health year by year and severe anxiety and depression. To ensure the normal work of employees, it is important to implement psychological occupational therapy intervention (POTI). The previous studies on corporate occupational values focus on the behavioral variables and attitude variables related to occupations. The research paradigm does not suit a specific group of employees. Therefore, this paper explores the individual differences in POTI guided by the realization of occupational values. For a specific group of employees, the correlations of the psychological problems with job attitude, job involvement, and psychological health level were reasoned logically, a theoretical model was established, and the full-model map was plotted to illustrate the influence of the realization of occupational values over POTI. Then, the evaluation data on the psychological intervention effect of 2,800 employees were explored based on multikernel learning, and an individual difference prediction model was constructed through multikernel learning. Finally, the predicted results of different groups of employees were compared, revealing the effectiveness of our algorithm.
随着企业竞争的加剧,员工的心理健康状况逐年下降,焦虑和抑郁问题严重。为了保证员工的正常工作,实施心理职业治疗干预(POTI)非常重要。之前关于企业职业价值观的研究主要集中在与职业相关的行为变量和态度变量上。这种研究范式并不适合特定的员工群体。因此,本文探索了以实现职业价值观为指导的 POTI 中的个体差异。对于特定的员工群体,通过推理逻辑,将心理问题与工作态度、工作投入和心理健康水平进行关联,建立理论模型,并绘制全模型图,以说明职业价值观实现对 POTI 的影响。然后,基于多核学习探索了 2800 名员工心理干预效果的评估数据,并通过多核学习构建了个体差异预测模型。最后,比较了不同员工群体的预测结果,验证了我们算法的有效性。