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Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study

BACKGROUND: A growing number of college students are experiencing personal circumstances or encountering situations that feel overwhelming and negatively affect their academic studies and other aspects of life on campus. To meet this growing demand for counseling services, US colleges and universiti...

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Detalles Bibliográficos
Autores principales: Payton, Fay Cobb, Yarger, Lynette Kvasny, Pinter, Anthony Thomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6231798/
https://www.ncbi.nlm.nih.gov/pubmed/30355565
http://dx.doi.org/10.2196/10032
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author Payton, Fay Cobb
Yarger, Lynette Kvasny
Pinter, Anthony Thomas
author_facet Payton, Fay Cobb
Yarger, Lynette Kvasny
Pinter, Anthony Thomas
author_sort Payton, Fay Cobb
collection PubMed
description BACKGROUND: A growing number of college students are experiencing personal circumstances or encountering situations that feel overwhelming and negatively affect their academic studies and other aspects of life on campus. To meet this growing demand for counseling services, US colleges and universities are offering a growing variety of mental health services that provide support and services to students in distress. OBJECTIVE: In this study, we explore mental health issues impacting college students using a corpus of news articles, foundation reports, and media stories. Mental health concerns within this population have been on the rise. Uncovering the most salient themes articulated in current news and literature reports can better enable higher education institutions to provide health services to its students. METHODS: We used SAS Text Miner to analyze 165 references that were published from 2010 to 2015 and focused on mental health among college students. Key clusters were identified to reveal the themes that were most significant to the topic. RESULTS: The final cluster analysis yielded six themes in students’ mental health experiences in higher education (ie, age, race, crime, student services, aftermath, victim). Two themes, increasing demand for student services provided by campus counseling centers (113/165, 68.5%) and the increased mental health risks faced by racial and ethnic minorities (30/165, 18.2%), dominated the discourse. CONCLUSIONS: Higher education institutions are actively engaged in extending mental health services and offering targeted outreach to students of color. Cluster analysis identified that institutions are devoting more and innovative resources in response to the growing number students who experience mental health concerns. However, there is a need to focus on proactive approaches to mitigate the causes of mental health and the aftermath of a negative experience, particularly violence and sexual assault. Such strategies can potentially influence how students navigate their health information seeking and how information and communication technologies, including mobile apps, can partially address the needs of college students.
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spelling pubmed-62317982018-12-03 Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study Payton, Fay Cobb Yarger, Lynette Kvasny Pinter, Anthony Thomas JMIR Ment Health Original Paper BACKGROUND: A growing number of college students are experiencing personal circumstances or encountering situations that feel overwhelming and negatively affect their academic studies and other aspects of life on campus. To meet this growing demand for counseling services, US colleges and universities are offering a growing variety of mental health services that provide support and services to students in distress. OBJECTIVE: In this study, we explore mental health issues impacting college students using a corpus of news articles, foundation reports, and media stories. Mental health concerns within this population have been on the rise. Uncovering the most salient themes articulated in current news and literature reports can better enable higher education institutions to provide health services to its students. METHODS: We used SAS Text Miner to analyze 165 references that were published from 2010 to 2015 and focused on mental health among college students. Key clusters were identified to reveal the themes that were most significant to the topic. RESULTS: The final cluster analysis yielded six themes in students’ mental health experiences in higher education (ie, age, race, crime, student services, aftermath, victim). Two themes, increasing demand for student services provided by campus counseling centers (113/165, 68.5%) and the increased mental health risks faced by racial and ethnic minorities (30/165, 18.2%), dominated the discourse. CONCLUSIONS: Higher education institutions are actively engaged in extending mental health services and offering targeted outreach to students of color. Cluster analysis identified that institutions are devoting more and innovative resources in response to the growing number students who experience mental health concerns. However, there is a need to focus on proactive approaches to mitigate the causes of mental health and the aftermath of a negative experience, particularly violence and sexual assault. Such strategies can potentially influence how students navigate their health information seeking and how information and communication technologies, including mobile apps, can partially address the needs of college students. JMIR Publications 2018-10-23 /pmc/articles/PMC6231798/ /pubmed/30355565 http://dx.doi.org/10.2196/10032 Text en ©Fay Cobb Payton, Lynette Kvasny Yarger, Anthony Thomas Pinter. Originally published in JMIR Mental Health (http://mental.jmir.org), 23.10.2018. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Mental Health, is properly cited. The complete bibliographic information, a link to the original publication on http://mental.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Original Paper
Payton, Fay Cobb
Yarger, Lynette Kvasny
Pinter, Anthony Thomas
Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study
title Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study
title_full Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study
title_fullStr Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study
title_full_unstemmed Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study
title_short Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study
title_sort text mining mental health reports for issues impacting today’s college students: qualitative study
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6231798/
https://www.ncbi.nlm.nih.gov/pubmed/30355565
http://dx.doi.org/10.2196/10032
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