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Research on Diagnosis and Management of Postgraduates Mental Health Status Based on BP Neural Network
As a special group facing the huge pressure of study, employment, life, and other aspects, graduate students have had fierce psychological conflicts. Their mental health status has been greatly affected. Postgraduate mental health problems are related to students' normal life and study and the...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9128816/ https://www.ncbi.nlm.nih.gov/pubmed/35619824 http://dx.doi.org/10.3389/fpubh.2022.897565 |
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author | Xie, Jiangning |
author_facet | Xie, Jiangning |
author_sort | Xie, Jiangning |
collection | PubMed |
description | As a special group facing the huge pressure of study, employment, life, and other aspects, graduate students have had fierce psychological conflicts. Their mental health status has been greatly affected. Postgraduate mental health problems are related to students' normal life and study and the scientific research work during graduate study. Because of this, this paper uses the BP neural network to establish a diagnostic model for postgraduate mental health status with the dependent variables of SCL-90 psychometric test results to realize the diagnosis of postgraduate' mental health status. The accuracy of the training, validation, and test process of the BP neural network is 98.448, 97.373, 98.128%, and the overall fitting accuracy of the model is 98.273% and the prediction accuracy of graduate mental health is 97.93%. Finally, according to the mental health status of graduate students to ensure the smooth progress of scientific research during graduate students. |
format | Online Article Text |
id | pubmed-9128816 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-91288162022-05-25 Research on Diagnosis and Management of Postgraduates Mental Health Status Based on BP Neural Network Xie, Jiangning Front Public Health Public Health As a special group facing the huge pressure of study, employment, life, and other aspects, graduate students have had fierce psychological conflicts. Their mental health status has been greatly affected. Postgraduate mental health problems are related to students' normal life and study and the scientific research work during graduate study. Because of this, this paper uses the BP neural network to establish a diagnostic model for postgraduate mental health status with the dependent variables of SCL-90 psychometric test results to realize the diagnosis of postgraduate' mental health status. The accuracy of the training, validation, and test process of the BP neural network is 98.448, 97.373, 98.128%, and the overall fitting accuracy of the model is 98.273% and the prediction accuracy of graduate mental health is 97.93%. Finally, according to the mental health status of graduate students to ensure the smooth progress of scientific research during graduate students. Frontiers Media S.A. 2022-05-10 /pmc/articles/PMC9128816/ /pubmed/35619824 http://dx.doi.org/10.3389/fpubh.2022.897565 Text en Copyright © 2022 Xie. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Xie, Jiangning Research on Diagnosis and Management of Postgraduates Mental Health Status Based on BP Neural Network |
title | Research on Diagnosis and Management of Postgraduates Mental Health Status Based on BP Neural Network |
title_full | Research on Diagnosis and Management of Postgraduates Mental Health Status Based on BP Neural Network |
title_fullStr | Research on Diagnosis and Management of Postgraduates Mental Health Status Based on BP Neural Network |
title_full_unstemmed | Research on Diagnosis and Management of Postgraduates Mental Health Status Based on BP Neural Network |
title_short | Research on Diagnosis and Management of Postgraduates Mental Health Status Based on BP Neural Network |
title_sort | research on diagnosis and management of postgraduates mental health status based on bp neural network |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9128816/ https://www.ncbi.nlm.nih.gov/pubmed/35619824 http://dx.doi.org/10.3389/fpubh.2022.897565 |
work_keys_str_mv | AT xiejiangning researchondiagnosisandmanagementofpostgraduatesmentalhealthstatusbasedonbpneuralnetwork |