Cargando…

Artificial Intelligence-Based Prediction of Individual Differences in Psychological Occupational Therapy Intervention Guided by the Realization of Occupational Values

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 stu...

Descripción completa

Detalles Bibliográficos
Autores principales: Jin, Hongmei, Pang, Yu, Du, Xiaohui, Shi, Leilei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9279101/
https://www.ncbi.nlm.nih.gov/pubmed/35854941
http://dx.doi.org/10.1155/2022/2735824
_version_ 1784746320509009920
author Jin, Hongmei
Pang, Yu
Du, Xiaohui
Shi, Leilei
author_facet Jin, Hongmei
Pang, Yu
Du, Xiaohui
Shi, Leilei
author_sort Jin, Hongmei
collection PubMed
description 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.
format Online
Article
Text
id pubmed-9279101
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-92791012022-07-18 Artificial Intelligence-Based Prediction of Individual Differences in Psychological Occupational Therapy Intervention Guided by the Realization of Occupational Values Jin, Hongmei Pang, Yu Du, Xiaohui Shi, Leilei Occup Ther Int Research Article 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. Hindawi 2022-07-06 /pmc/articles/PMC9279101/ /pubmed/35854941 http://dx.doi.org/10.1155/2022/2735824 Text en Copyright © 2022 Hongmei Jin et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Jin, Hongmei
Pang, Yu
Du, Xiaohui
Shi, Leilei
Artificial Intelligence-Based Prediction of Individual Differences in Psychological Occupational Therapy Intervention Guided by the Realization of Occupational Values
title Artificial Intelligence-Based Prediction of Individual Differences in Psychological Occupational Therapy Intervention Guided by the Realization of Occupational Values
title_full Artificial Intelligence-Based Prediction of Individual Differences in Psychological Occupational Therapy Intervention Guided by the Realization of Occupational Values
title_fullStr Artificial Intelligence-Based Prediction of Individual Differences in Psychological Occupational Therapy Intervention Guided by the Realization of Occupational Values
title_full_unstemmed Artificial Intelligence-Based Prediction of Individual Differences in Psychological Occupational Therapy Intervention Guided by the Realization of Occupational Values
title_short Artificial Intelligence-Based Prediction of Individual Differences in Psychological Occupational Therapy Intervention Guided by the Realization of Occupational Values
title_sort artificial intelligence-based prediction of individual differences in psychological occupational therapy intervention guided by the realization of occupational values
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9279101/
https://www.ncbi.nlm.nih.gov/pubmed/35854941
http://dx.doi.org/10.1155/2022/2735824
work_keys_str_mv AT jinhongmei artificialintelligencebasedpredictionofindividualdifferencesinpsychologicaloccupationaltherapyinterventionguidedbytherealizationofoccupationalvalues
AT pangyu artificialintelligencebasedpredictionofindividualdifferencesinpsychologicaloccupationaltherapyinterventionguidedbytherealizationofoccupationalvalues
AT duxiaohui artificialintelligencebasedpredictionofindividualdifferencesinpsychologicaloccupationaltherapyinterventionguidedbytherealizationofoccupationalvalues
AT shileilei artificialintelligencebasedpredictionofindividualdifferencesinpsychologicaloccupationaltherapyinterventionguidedbytherealizationofoccupationalvalues