Occupational Therapy Practice Based on New-Generation Information Technology for Employee Emotion Analysis and Management.

This work intends to combine neural network technology with occupational therapy to fully acquire employees' emotional information by constructing an effective emotion recognition network. Firstly, the psychological state of employees is discussed from three aspects of leadership narcissism, organiz...

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Publicado en:Occupational Therapy International pp. 1 - 17
Autor principal: Cheng, Yueyuan
Formato: equations & formulas research tables/charts Journal Article
Publicado: Wiley-Blackwell 7/26/2022
Acceso en línea:Ver este registro en EBSCOhost
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      jtl: Occupational Therapy International
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      dt: 7/26/2022
      pid: 480
      pub: Wiley-Blackwell
      place: Malden, Massachusetts
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        158185822
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        10.1155/2022/3536911
        158185822
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        atl: Occupational Therapy Practice Based on New-Generation Information Technology for Employee Emotion Analysis and Management.
      aug:
        au: Cheng, Yueyuan
        affil: Department of Foreign Languages, Zunyi Medical University (Zhuhai Campus), Zhuhai City 519000, China
      sug:
        subj:
          Employees Psychosocial Factors
          Emotions Evaluation
          Neural Networks (Computer)
          Information Technology
          Occupational Therapy
          Human
          China
          Face Perception
          Questionnaires
          Mental Health
          Age Factors
          Work Engagement
          Descriptive Statistics
          Funding Source
          Social Comparison
          Leadership
          Management Styles
          T-Tests
          One-Way Analysis of Variance
          Data Analysis Software
          Male
          Female
          Adult
          Middle Age
          Adult: 19-44 years
          Middle Aged: 45-64 years
          Male
          Female
      ab: This work intends to combine neural network technology with occupational therapy to fully acquire employees' emotional information by constructing an effective emotion recognition network. Firstly, the psychological state of employees is discussed from three aspects of leadership narcissism, organizational identification, and the emotional contagion effect, and the corresponding model is implemented. Secondly, based on the convolutional neural network technology, the facial feature recognition and the body feature recognition are combined, and the employees' emotions can be accurately identified by establishing a multilearning emotion recognition network. Finally, a questionnaire survey is carried out on the employees of enterprises in the coastal areas of Zhejiang. Descriptive statistical analysis, reliability and validity analysis, correlation analysis, regression analysis, mediation effect tests, and other methods are used to analyze the questionnaire data. The results reveal that leadership narcissistic organizational identification plays a mediating role in the process of employees' emotional contagion perception affecting employees' psychology. Compared with younger employees, older employees have better psychological quality and mental health. There are also significant differences in emotion and work enthusiasm among employees with different educational backgrounds and positions. Employees' perception of emotional contagion to pretending expressions, indifferent expressions, contempt expressions, and sincere expressions has an obvious positive impact on the psychological impact of other employees. The classification accuracy and regression error rate of the constructed multilearning emotion recognition network are 28.5% and 9.8%, respectively, which can accurately identify the emotional performance of employees. This work helps enterprises better understand the mental health of their employees.
      pubtype: Academic Journal
      doctype:
        equations & formulas
        research
        tables/charts
        Journal Article
      ougenre: Article
    language: English
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