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Prediction of suicidal ideation risk in a prospective cohort study of medical interns
The purpose of this study was to identify individual and residency program factors associated with increased suicide risk, as measured by suicidal ideation. We utilized a prospective, longitudinal cohort study design to assess the prevalence and predictors of suicidal ideation in 6,691 (2012–2014 co...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8639060/ https://www.ncbi.nlm.nih.gov/pubmed/34855821 http://dx.doi.org/10.1371/journal.pone.0260620 |
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author | Malone, Tyler L. Zhao, Zhou Liu, Tzu-Ying Song, Peter X. K. Sen, Srijan Scott, Laura J. |
author_facet | Malone, Tyler L. Zhao, Zhou Liu, Tzu-Ying Song, Peter X. K. Sen, Srijan Scott, Laura J. |
author_sort | Malone, Tyler L. |
collection | PubMed |
description | The purpose of this study was to identify individual and residency program factors associated with increased suicide risk, as measured by suicidal ideation. We utilized a prospective, longitudinal cohort study design to assess the prevalence and predictors of suicidal ideation in 6,691 (2012–2014 cohorts, training data set) and 4,904 (2015 cohort, test data set) first-year training physicians (interns) at hospital systems across the United States. We assessed suicidal ideation two months before internship and then quarterly through intern year. The prevalence of reported suicidal ideation in the study population increased from 3.0% at baseline to a mean of 6.9% during internship. 16.4% of interns reported suicidal ideation at least once during their internship. In the training dataset, a series of baseline demographic (male gender) and psychological factors (high neuroticism, depressive symptoms and suicidal ideation) were associated with increased risk of suicidal ideation during internship. Further, prior quarter psychiatric symptoms (depressive symptoms and suicidal ideation) and concurrent work-related factors (increase in self-reported work hours and medical errors) were associated with increased risk of suicidal ideation. A model derived from the training dataset had a predicted area under the Receiver Operating Characteristic curve (AUC) of 0.83 in the test dataset. The suicidal ideation risk predictors analyzed in this study can help programs and interns identify those at risk for suicidal ideation before the onset of training. Further, increases in self-reported work hours and environments associated with increased medical errors are potentially modifiable factors for residency programs to target to reduce suicide risk. |
format | Online Article Text |
id | pubmed-8639060 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-86390602021-12-03 Prediction of suicidal ideation risk in a prospective cohort study of medical interns Malone, Tyler L. Zhao, Zhou Liu, Tzu-Ying Song, Peter X. K. Sen, Srijan Scott, Laura J. PLoS One Research Article The purpose of this study was to identify individual and residency program factors associated with increased suicide risk, as measured by suicidal ideation. We utilized a prospective, longitudinal cohort study design to assess the prevalence and predictors of suicidal ideation in 6,691 (2012–2014 cohorts, training data set) and 4,904 (2015 cohort, test data set) first-year training physicians (interns) at hospital systems across the United States. We assessed suicidal ideation two months before internship and then quarterly through intern year. The prevalence of reported suicidal ideation in the study population increased from 3.0% at baseline to a mean of 6.9% during internship. 16.4% of interns reported suicidal ideation at least once during their internship. In the training dataset, a series of baseline demographic (male gender) and psychological factors (high neuroticism, depressive symptoms and suicidal ideation) were associated with increased risk of suicidal ideation during internship. Further, prior quarter psychiatric symptoms (depressive symptoms and suicidal ideation) and concurrent work-related factors (increase in self-reported work hours and medical errors) were associated with increased risk of suicidal ideation. A model derived from the training dataset had a predicted area under the Receiver Operating Characteristic curve (AUC) of 0.83 in the test dataset. The suicidal ideation risk predictors analyzed in this study can help programs and interns identify those at risk for suicidal ideation before the onset of training. Further, increases in self-reported work hours and environments associated with increased medical errors are potentially modifiable factors for residency programs to target to reduce suicide risk. Public Library of Science 2021-12-02 /pmc/articles/PMC8639060/ /pubmed/34855821 http://dx.doi.org/10.1371/journal.pone.0260620 Text en © 2021 Malone et al 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 author and source are credited. |
spellingShingle | Research Article Malone, Tyler L. Zhao, Zhou Liu, Tzu-Ying Song, Peter X. K. Sen, Srijan Scott, Laura J. Prediction of suicidal ideation risk in a prospective cohort study of medical interns |
title | Prediction of suicidal ideation risk in a prospective cohort study of medical interns |
title_full | Prediction of suicidal ideation risk in a prospective cohort study of medical interns |
title_fullStr | Prediction of suicidal ideation risk in a prospective cohort study of medical interns |
title_full_unstemmed | Prediction of suicidal ideation risk in a prospective cohort study of medical interns |
title_short | Prediction of suicidal ideation risk in a prospective cohort study of medical interns |
title_sort | prediction of suicidal ideation risk in a prospective cohort study of medical interns |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8639060/ https://www.ncbi.nlm.nih.gov/pubmed/34855821 http://dx.doi.org/10.1371/journal.pone.0260620 |
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