• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

基于多层感知器的边缘型人格障碍非线性预测模型

A Non-linear Predictive Model of Borderline Personality Disorder Based on Multilayer Perceptron.

作者信息

Maldonato Nelson M, Sperandeo Raffaele, Moretto Enrico, Dell'Orco Silvia

机构信息

Department of Neuroscience, Reproductive and Odontostomatological Sciences, University of Naples Federico II, Naples, Italy.

Scuola in Psicoterapia Gestaltica Integrata, Torre Annunziata, Italy.

出版信息

Front Psychol. 2018 Apr 4;9:447. doi: 10.3389/fpsyg.2018.00447. eCollection 2018.

DOI:10.3389/fpsyg.2018.00447
PMID:29670562
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5893824/
Abstract

Borderline Personality Disorder is a serious mental disease, classified in Cluster B of DSM IV-TR personality disorders. People with this syndrome presents an anamnesis of traumatic experiences and shows dissociative symptoms. Since not all subjects who have been victims of trauma develop a Borderline Personality Disorder, the emergence of this serious disease seems to have the fragility of character as a predisposing condition. Infect, numerous studies show that subjects positive for diagnosis of Borderline Personality Disorder had scores extremely high or extremely low to some temperamental dimensions (harm Avoidance and reward dependence) and character dimensions (cooperativeness and self directedness). In a sample of 602 subjects, who have had consecutive access to an Outpatient Mental Health Service, it was evaluated the presence of Borderline Personality Disorder using the semi-structured interview for the DSM IV-TR personality disorders. In this population we assessed the presence of dissociative symptoms with the Dissociative Experiences Scale and the personality traits with the Temperament and Character Inventory developed by Cloninger. To assess the weight and the predictive value of these psychopathological dimensions in relation to the Borderline Personality Disorder diagnosis, a neural network statistical model called "multilayer perceptron," was implemented. This model was developed with a dichotomous dependent variable, consisting in the presence or absence of the diagnosis of borderline personality disorder and with five covariates. The first one is the taxonomic subscale of dissociative experience scale, the others are temperamental and characterial traits: Novelty-Seeking, Harm-Avoidance, Self-Directedness and Cooperativeness. The statistical model, that results satisfactory, showed a significance capacity (89%) to predict the presence of borderline personality disorder. Furthermore, the dissociative symptoms seem to have a greater influence than the character traits in the borderline personality disorder e disease. In conclusion, the results seem to indicate that to borderline personality disorder development, contribute both psychic factors, such as temperament and character traits, and environmental factors, such as traumatic events capable of producing dissociative symptoms. These factors interact in a nonlinear way in producing maladaptive behaviors typical of this disorder.

摘要

边缘性人格障碍是一种严重的精神疾病,归类于《精神疾病诊断与统计手册》第四版修订版(DSM IV-TR)人格障碍中的B类。患有这种综合征的人有创伤经历的病史,并表现出解离症状。由于并非所有受过创伤的人都会患上边缘性人格障碍,这种严重疾病的出现似乎以性格脆弱为 predisposing 条件。实际上,大量研究表明,被诊断为边缘性人格障碍呈阳性的受试者在某些气质维度(回避伤害和奖赏依赖)和性格维度(合作性和自我导向性)上得分极高或极低。在一个连续接受门诊心理健康服务的602名受试者样本中,使用针对DSM IV-TR人格障碍的半结构化访谈评估边缘性人格障碍的存在情况。在这个群体中,我们使用解离体验量表评估解离症状的存在情况,并使用克隆宁格开发的气质和性格量表评估人格特质。为了评估这些精神病理维度相对于边缘性人格障碍诊断的权重和预测价值,实施了一种名为“多层感知器”的神经网络统计模型。该模型是用一个二分因变量开发的,该因变量包括边缘性人格障碍诊断的存在与否以及五个协变量。第一个是解离体验量表的分类子量表,其他是气质和性格特质:寻求新奇、回避伤害、自我导向和合作性。结果令人满意的统计模型显示出预测边缘性人格障碍存在的显著能力(89%)。此外,解离症状在边缘性人格障碍疾病中似乎比性格特质有更大的影响。总之,结果似乎表明,对边缘性人格障碍的发展有贡献的既有心理因素,如气质和性格特质,也有环境因素,如能够产生解离症状的创伤性事件。这些因素在产生这种障碍典型的适应不良行为中以非线性方式相互作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/9e7798706a00/fpsyg-09-00447-g0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/4b0dd2350d08/fpsyg-09-00447-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/dcef32fd6e6a/fpsyg-09-00447-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/8ac00615fe2f/fpsyg-09-00447-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/600e45100c03/fpsyg-09-00447-g0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/9e7798706a00/fpsyg-09-00447-g0005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/4b0dd2350d08/fpsyg-09-00447-g0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/dcef32fd6e6a/fpsyg-09-00447-g0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/8ac00615fe2f/fpsyg-09-00447-g0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/600e45100c03/fpsyg-09-00447-g0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c5ca/5893824/9e7798706a00/fpsyg-09-00447-g0005.jpg

相似文献

1
A Non-linear Predictive Model of Borderline Personality Disorder Based on Multilayer Perceptron.基于多层感知器的边缘型人格障碍非线性预测模型
Front Psychol. 2018 Apr 4;9:447. doi: 10.3389/fpsyg.2018.00447. eCollection 2018.
2
[Personality factors in depressive disorders: contribution of the psychobiologic model developed by Cloninger].[抑郁症中的人格因素:克隆宁格提出的心理生物学模型的贡献]
Encephale. 2002 Jul-Aug;28(4):363-73.
3
[Evaluation of typical psychopathic traits with juvenile offenders].[对青少年罪犯典型精神病态特征的评估]
Encephale. 2004 Jul-Aug;30(4):369-75. doi: 10.1016/s0013-7006(04)95450-4.
4
[PerCaDim study: relationship between categorical and dimensional approaches of personality].[PerCaDim研究:人格分类与维度方法之间的关系]
Encephale. 2012 Sep;38(4):288-95. doi: 10.1016/j.encep.2011.08.001. Epub 2011 Oct 26.
5
Temperament and character traits in patients with conversion disorder and their relations with dissociation.转换障碍患者的气质和性格特征及其与分离的关系。
Psychiatr Danub. 2015 Dec;27(4):390-6.
6
Symptomatic overlap between attention-deficit/hyperactivity disorder and borderline personality disorder in women: the role of temperament and character traits.女性注意缺陷多动障碍与边缘型人格障碍的症状重叠:气质和性格特征的作用。
Compr Psychiatry. 2012 Jan;53(1):39-47. doi: 10.1016/j.comppsych.2011.02.007. Epub 2011 Apr 20.
7
[Contribution of dissociative symptoms to antisocial behavior in a sample of high-school students].[解离症状对一组高中生反社会行为的影响]
Encephale. 2009 Feb;35(1):52-6. doi: 10.1016/j.encep.2007.12.006. Epub 2008 Apr 2.
8
The relationship among three models of personality psychopathology: DSM-III-R personality disorder, TCI scores and DSQ defences.三种人格精神病理学模型之间的关系:《精神疾病诊断与统计手册》第三版修订本(DSM-III-R)人格障碍、气质和性格问卷(TCI)得分与防御方式问卷(DSQ)防御机制
Psychol Med. 1999 Jul;29(4):943-51. doi: 10.1017/s0033291799008533.
9
Personality trait interactions in parents of patients with borderline personality disorder: a controlled study using the Temperament and Character Inventory.边缘型人格障碍患者父母的人格特质相互作用:一项使用气质与性格量表的对照研究。
Psychiatry Res. 2009 Jan 30;165(1-2):128-36. doi: 10.1016/j.psychres.2007.10.010. Epub 2008 Dec 10.
10
Psychological but not vasomotor symptoms are associated with temperament and character traits.心理症状而非血管舒缩症状与气质和性格特征相关。
Climacteric. 2014 Aug;17(4):500-9. doi: 10.3109/13697137.2014.890180. Epub 2014 Mar 8.

引用本文的文献

1
Trait dissociation in borderline personality disorder: influence on immediate therapy outcomes, follow-up assessments, and self-harm patterns.边缘型人格障碍中的特质解离:对即时治疗结果、随访评估及自我伤害模式的影响
Eur J Psychotraumatol. 2025 Dec;16(1):2461965. doi: 10.1080/20008066.2025.2461965. Epub 2025 Mar 5.
2
Exploring the Question: "Does Empathy Work in the Same Way in Online and In-Person Therapeutic Settings?".探索问题:“同理心在在线和面对面治疗环境中的作用方式相同吗?”
Front Psychol. 2021 Sep 21;12:671790. doi: 10.3389/fpsyg.2021.671790. eCollection 2021.
3
The mediating effect of difficulties in emotion regulation on the association between childhood maltreatment and borderline personality disorder.

本文引用的文献

1
Brain functional integration: an epidemiologic study on stress-producing dissociative phenomena.脑功能整合:一项关于产生压力的分离性现象的流行病学研究。
Neuropsychiatr Dis Treat. 2017 Dec 19;14:11-19. doi: 10.2147/NDT.S146250. eCollection 2018.
2
Commentary: A network theory of mental disorders.评论:精神障碍的网络理论
Front Psychol. 2017 Aug 2;8:1305. doi: 10.3389/fpsyg.2017.01305. eCollection 2017.
3
A network theory of mental disorders.精神障碍的网络理论。
情绪调节困难在儿童期虐待与边缘型人格障碍之间的中介作用。
Eur J Psychotraumatol. 2021 Aug 13;12(1):1934300. doi: 10.1080/20008198.2021.1934300. eCollection 2021.
4
Future directions in personality pathology development research from a trainee perspective: Suggestions for theory, methodology, and practice.从受训者的角度看人格病理学发展研究的未来方向:对理论、方法和实践的建议。
Curr Opin Psychol. 2021 Feb;37:66-71. doi: 10.1016/j.copsyc.2020.08.006. Epub 2020 Aug 20.
5
Toward a Machine Learning Predictive-Oriented Approach to Complement Explanatory Modeling. An Application for Evaluating Psychopathological Traits Based on Affective Neurosciences and Phenomenology.迈向基于机器学习预测导向的补充性解释建模方法。基于情感神经科学和现象学评估精神病理特征的应用。
Front Psychol. 2020 Mar 24;11:446. doi: 10.3389/fpsyg.2020.00446. eCollection 2020.
6
Revision on Psychometric Properties of the Temperament and Character Inventory in a Clinical Sample.临床样本中气质性格问卷心理测量学特性的修订
Front Psychol. 2018 Oct 12;9:1951. doi: 10.3389/fpsyg.2018.01951. eCollection 2018.
World Psychiatry. 2017 Feb;16(1):5-13. doi: 10.1002/wps.20375.
4
Network analysis: an integrative approach to the structure of psychopathology.网络分析:精神病理学结构的综合方法。
Annu Rev Clin Psychol. 2013;9:91-121. doi: 10.1146/annurev-clinpsy-050212-185608.
5
[Dissociative phenomena in a sample of outpatients].[门诊患者样本中的分离现象]
Riv Psichiatr. 2012 May-Jun;47(3):246-53. doi: 10.1708/1128.12448.
6
The dappled nature of causes of psychiatric illness: replacing the organic-functional/hardware-software dichotomy with empirically based pluralism.精神疾病病因的斑驳本质:用基于经验的多元论取代有机-功能/硬件-软件二分法。
Mol Psychiatry. 2012 Apr;17(4):377-88. doi: 10.1038/mp.2011.182. Epub 2012 Jan 10.
7
Dissociative disorders in DSM-5.DSM-5 中的分离性障碍。
Depress Anxiety. 2011 Dec 21;28(12):E17-45. doi: 10.1002/da.20923.
8
Self-mutilation and suicide attempts: relationships to bipolar disorder, borderline personality disorder, temperament and character.自伤和自杀企图:与双相情感障碍、边缘型人格障碍、气质和性格的关系。
Aust N Z J Psychiatry. 2010 Mar;44(3):250-7. doi: 10.3109/00048670903487159.
9
Dissociation and borderline personality disorder: an update for clinicians.分离与边缘型人格障碍:给临床医生的最新资讯
Curr Psychiatry Rep. 2009 Feb;11(1):82-8. doi: 10.1007/s11920-009-0013-1.
10
Borderline personality disorder and childhood trauma: evidence for a causal relationship.边缘型人格障碍与童年创伤:因果关系的证据
Curr Psychiatry Rep. 2009 Feb;11(1):63-8. doi: 10.1007/s11920-009-0010-4.