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What Does Personality Mean in the Context of Mental Health? A Topic Modeling Approach Based on Abstracts Published in Pubmed Over the Last 5 Years
Personality disorders (PDs) are one of the major problems for the organization of public health systems. Deepening the link between personality traits and psychopathological drifts, it seems increasingly essential for the often dramatic repercussions that PDs have on social contexts. Some of these d...
Autores principales: | , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6962292/ https://www.ncbi.nlm.nih.gov/pubmed/31998157 http://dx.doi.org/10.3389/fpsyt.2019.00938 |
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author | Sperandeo, Raffaele Messina, Giovanni Iennaco, Daniela Sessa, Francesco Russo, Vincenzo Polito, Rita Monda, Vincenzo Monda, Marcellino Messina, Antonietta Mosca, Lucia Luciana Mosca, Laura Dell'Orco, Silvia Moretto, Enrico Gigante, Elena Chiacchio, Antonello Scognamiglio, Chiara Carotenuto, Marco Maldonato, Nelson Mauro |
author_facet | Sperandeo, Raffaele Messina, Giovanni Iennaco, Daniela Sessa, Francesco Russo, Vincenzo Polito, Rita Monda, Vincenzo Monda, Marcellino Messina, Antonietta Mosca, Lucia Luciana Mosca, Laura Dell'Orco, Silvia Moretto, Enrico Gigante, Elena Chiacchio, Antonello Scognamiglio, Chiara Carotenuto, Marco Maldonato, Nelson Mauro |
author_sort | Sperandeo, Raffaele |
collection | PubMed |
description | Personality disorders (PDs) are one of the major problems for the organization of public health systems. Deepening the link between personality traits and psychopathological drifts, it seems increasingly essential for the often dramatic repercussions that PDs have on social contexts. Some of these disorders, such as borderline PD, antisocial PD, in their most tragic expression, are the basis of problems related to crime, sexual violence, abuse, and mistreatment of minors. Many authors propose a dimensional classification of personality pathology, which has received empirical support from numerous studies over the last 20 years based on more robust theoretical principles than those applied to current nosography. The present study investigates the nature of the research carried out in the last years on the personality in the clinical field exploring the contents of current research on personality relapses, evaluating, on the one hand, the emerging areas of greatest interest and others, those that they stopped generating sufficient motivations in scholars. This study evaluates text patterns regarding how the terms “personality” and “mental health” are used in titles and abstracts published in PubMed in the last 5 years. We use a topic analysis: Latent Dirichlet Allocation that expresses every report as a probabilistic distribution of latent topics that are represented as a probabilistic distribution of words. A total of 7,572 abstracts (from 2012 to 2017) were retrieved from PubMed for the query on “mental health” and “personality.” The study found 30 topics organized in eight hierarchical clusters that describe the type of current research carried out on personality and its clinical relapse. The hierarchical clusters latent themes were the following: social dimensions, clinical aspects, biological issues, clinical history of PD, internalization and externalization symptoms, impulsive behaviors, comorbidities, criminal behaviors. The results indicate that the concept of personality is associated with a wide range of conditions. The study of personality and mental health still proceeds, mainly, according to a practical-clinical approach; too little moves, however, according to an innovative research approach, but the work shows the common commitment of scholars to a new way of dealing with the study of personality. |
format | Online Article Text |
id | pubmed-6962292 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-69622922020-01-29 What Does Personality Mean in the Context of Mental Health? A Topic Modeling Approach Based on Abstracts Published in Pubmed Over the Last 5 Years Sperandeo, Raffaele Messina, Giovanni Iennaco, Daniela Sessa, Francesco Russo, Vincenzo Polito, Rita Monda, Vincenzo Monda, Marcellino Messina, Antonietta Mosca, Lucia Luciana Mosca, Laura Dell'Orco, Silvia Moretto, Enrico Gigante, Elena Chiacchio, Antonello Scognamiglio, Chiara Carotenuto, Marco Maldonato, Nelson Mauro Front Psychiatry Psychiatry Personality disorders (PDs) are one of the major problems for the organization of public health systems. Deepening the link between personality traits and psychopathological drifts, it seems increasingly essential for the often dramatic repercussions that PDs have on social contexts. Some of these disorders, such as borderline PD, antisocial PD, in their most tragic expression, are the basis of problems related to crime, sexual violence, abuse, and mistreatment of minors. Many authors propose a dimensional classification of personality pathology, which has received empirical support from numerous studies over the last 20 years based on more robust theoretical principles than those applied to current nosography. The present study investigates the nature of the research carried out in the last years on the personality in the clinical field exploring the contents of current research on personality relapses, evaluating, on the one hand, the emerging areas of greatest interest and others, those that they stopped generating sufficient motivations in scholars. This study evaluates text patterns regarding how the terms “personality” and “mental health” are used in titles and abstracts published in PubMed in the last 5 years. We use a topic analysis: Latent Dirichlet Allocation that expresses every report as a probabilistic distribution of latent topics that are represented as a probabilistic distribution of words. A total of 7,572 abstracts (from 2012 to 2017) were retrieved from PubMed for the query on “mental health” and “personality.” The study found 30 topics organized in eight hierarchical clusters that describe the type of current research carried out on personality and its clinical relapse. The hierarchical clusters latent themes were the following: social dimensions, clinical aspects, biological issues, clinical history of PD, internalization and externalization symptoms, impulsive behaviors, comorbidities, criminal behaviors. The results indicate that the concept of personality is associated with a wide range of conditions. The study of personality and mental health still proceeds, mainly, according to a practical-clinical approach; too little moves, however, according to an innovative research approach, but the work shows the common commitment of scholars to a new way of dealing with the study of personality. Frontiers Media S.A. 2020-01-09 /pmc/articles/PMC6962292/ /pubmed/31998157 http://dx.doi.org/10.3389/fpsyt.2019.00938 Text en Copyright © 2020 Sperandeo, Messina, Iennaco, Sessa, Russo, Polito, Monda, Monda, Messina, Mosca, Mosca, Dell'Orco, Moretto, Gigante, Chiacchio, Scognamiglio, Carotenuto and Maldonato http://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 | Psychiatry Sperandeo, Raffaele Messina, Giovanni Iennaco, Daniela Sessa, Francesco Russo, Vincenzo Polito, Rita Monda, Vincenzo Monda, Marcellino Messina, Antonietta Mosca, Lucia Luciana Mosca, Laura Dell'Orco, Silvia Moretto, Enrico Gigante, Elena Chiacchio, Antonello Scognamiglio, Chiara Carotenuto, Marco Maldonato, Nelson Mauro What Does Personality Mean in the Context of Mental Health? A Topic Modeling Approach Based on Abstracts Published in Pubmed Over the Last 5 Years |
title | What Does Personality Mean in the Context of Mental Health? A Topic Modeling Approach Based on Abstracts Published in Pubmed Over the Last 5 Years |
title_full | What Does Personality Mean in the Context of Mental Health? A Topic Modeling Approach Based on Abstracts Published in Pubmed Over the Last 5 Years |
title_fullStr | What Does Personality Mean in the Context of Mental Health? A Topic Modeling Approach Based on Abstracts Published in Pubmed Over the Last 5 Years |
title_full_unstemmed | What Does Personality Mean in the Context of Mental Health? A Topic Modeling Approach Based on Abstracts Published in Pubmed Over the Last 5 Years |
title_short | What Does Personality Mean in the Context of Mental Health? A Topic Modeling Approach Based on Abstracts Published in Pubmed Over the Last 5 Years |
title_sort | what does personality mean in the context of mental health? a topic modeling approach based on abstracts published in pubmed over the last 5 years |
topic | Psychiatry |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6962292/ https://www.ncbi.nlm.nih.gov/pubmed/31998157 http://dx.doi.org/10.3389/fpsyt.2019.00938 |
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