attachment styles

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  • 文章类型: Journal Article
    本研究旨在研究配偶支持对不同依恋方式的女性产后抑郁症的影响,并评估依恋方式是否会影响这种影响。
    2022年3月至5月,在山东省和广东省三级妇产医院随机抽取96对晚期孕妇夫妇进行产前调查。使用成人依恋量表进行心理评估,二元应对库存,和患者健康问卷-9(PHQ-9)抑郁量表。为了检查每个变量与产后抑郁之间的关系,采用单因素和多因素logistic回归分析.此外,互动分析用于分析不同依恋方式之间的相互作用以及配偶支持对女性产后抑郁的影响。
    研究结果表明,即使考虑了混杂变量,产前配偶支持是产后抑郁的独立预测因子(校正比值比(OR)=0.82,95%CI:0.69-0.96,P=0.015)。具有安全依恋风格的女性与具有不安全依恋风格的女性相比,产后抑郁症的发生率显着降低(24.2%vs.46%,P=.037)。在安全附件组中,配偶支持对产后抑郁症有保护作用(校正OR=0.57,95%CI:0.36-0.91,P=.018),和依恋方式成为影响配偶支持对产后抑郁影响的潜在交互因素(P=0.029)。
    提供配偶支持,特别是对于具有安全依恋风格的个人,对产后抑郁症有预防作用。这强调了在针对产后抑郁症预防的干预措施中考虑依恋风格的重要性。
    UNASSIGNED: This study aims to examine the impact of spousal support on postpartum depression in women with different attachment styles and assessing if attachment style influences this effect.
    UNASSIGNED: From March to May 2022, 96 couples with late-stage pregnant women were randomly selected from tertiary maternity hospitals in Shandong and Guangdong provinces for a prepartum survey. Psychological assessments were conducted using the Adult Attachment Scale, Dyadic Coping Inventory, and the Patient Health Questionnaire-9 (PHQ-9) Depression Scale. To examine the relationship between each variable and postpartum depression, univariate and multiple logistic regression analyses were employed. Additionally, interaction analysis was used to analyze the interplay between different attachment styles and how spousal support influences women\'s postpartum depression.
    UNASSIGNED: The findings revealed that even after accounting for confounding variables, prepartum spousal support was an independent predictor of postpartum depression (adjusted odds ratio (OR) = 0.82, 95% CI: 0.69-0.96, P = .015). Women with a secure attachment style showed a significantly lower incidence of postpartum depression compared to those with insecure attachment styles (24.2% vs. 46%, P = .037). In the secure attachment group, spousal support had a protective effect against postpartum depression (adjusted OR = 0.57, 95% CI: 0.36-0.91, P = .018), and attachment style emerged as a potential interactive factor influencing the impact of spousal support on postpartum depression (P for interaction = .029).
    UNASSIGNED: The provision of spousal support, especially to individuals with secure attachment styles, plays a preventive role in postpartum depression. This underscores the importance of considering attachment styles in interventions targeting postpartum depression prevention.
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  • 文章类型: Journal Article
    背景:与患者共情是护理的重要因素之一。本研究旨在探讨自我同情在护士依恋方式与共情关系中的中介作用。
    方法:该相关性研究使用结构方程模型(SEM)方法进行。统计人群包括在亚兹德市公立医院工作的护士,伊朗。采用便利抽样法抽取308名护士。数据是用自我同情量表收集的,成人依恋风格尺度,在AMOS软件中使用结构方程分析对Jefferson量表进行移情分析。
    结果:安全和焦虑/矛盾不安全的依恋方式与同理心呈正相关和负相关,分别(p<0.01)。回避和焦虑/矛盾的不安全依恋方式与自我同情之间的路径系数为负。相反,安全依恋风格与自我同情之间的路径系数为正。自我同情与同理心之间存在正相关。安全和焦虑/矛盾的不安全依恋方式通过自我同情到移情的间接路径系数。显著(p<0.01)。
    结论:结果显示,安全和焦虑/矛盾的不安全依恋可以通过影响自我同情直接和间接地预测护士的同理心。
    BACKGROUND: Empathy with the patient is one of the important factors in nursing care. This study aims to investigate the mediating role of self-compassion in the relationship between attachment styles and empathy in nurses.
    METHODS: This correlational study was conducted using structural equation modeling (SEM) method. The statistical population included nurses working at public hospitals in Yazd City, Iran. A total of 308 nurses were selected by convenience sampling method. The data were collected using self-compassion scale, adult attachment styles scale, Jefferson scale of empathy and analyzed using structural equation analysis in AMOS software.
    RESULTS: Secure and anxious/ambivalent insecure attachment styles were positively and negatively correlated with empathy, respectively (p < .01). The path coefficient between avoidant and anxious/ambivalent insecure attachment styles and self-compassion was negative. On the contrary, the path coefficient between secure attachment style and self-compassion was positive. There was a positive correlation between self-compassion and empathy. The indirect path coefficient of secure and anxious/ambivalent insecure attachment styles to empathy through self-compassion. was significant (p < .01).
    CONCLUSIONS: The results showed secure and anxious/ambivalent insecure attachment could directly and indirectly through influencing self-compassion predict empathy in nurses.
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  • 文章类型: Journal Article
    疼痛是一种人际和内在的社会体验。疼痛感知和药物治疗的管理都发生在特定的环境和社会背景下。早期环境影响,以及早期学习经验和互动,调节身体对不同威胁(如疼痛)的反应,最终塑造潜在的神经生理学。这些早期的互动和经验也决定了什么情况被认为是威胁,以及我们对自己自我管理能力的信念,以及我们对他人提供支持的信念,在感知到的威胁中。这些信念在本质上驱动着对感知到的威胁做出反应而出现的行为的组合,包括疼痛。这种行为可以分为依恋风格。在这篇跨学科评论中,我们综合和总结神经生物学的证据,心理生物学,心理社会和心理行为领域,描述这些信念是如何嵌入大脑的预测模型中,以在不同背景下围绕安全/威胁水平产生一系列期望/看法。因此,这些信念可以预测一个人的经历,并回应,疼痛;对慢性疼痛的发展和管理具有潜在的重要意义。在研究和临床环境中,很少有人关注成人依恋方式对疼痛的影响。利用跨学科证据,我们争论为什么我们认为这种互动值得进一步考虑和研究。观点:这篇综述探讨了依恋方式对疼痛感知的影响,表明社会关系和慢性疼痛发展之间的联系。它与最近呼吁强调疼痛研究中的社会背景,并主张在研究和临床实践中更加关注成人依恋风格。
    Pain is an interpersonal and inherently social experience. Pain perception and administration of medical treatment all occur in a particular environmental and social context. Early environmental influences and early learning experiences and interactions condition the body\'s response to different threats (like pain), ultimately shaping the underlying neurophysiology. These early interactions and experiences also determine what situations are perceived as threatening, as well as our belief in our own ability to self-manage, and our belief in others to offer support, during perceived threats. These beliefs intrinsically drive the combination of behaviors that emerge in response to perceived threats, including pain. Such behaviors can be categorized into attachment styles. In this interdisciplinary review, we synthesize and summarize evidence from the neurobiological, psychobiological, psychosocial, and psychobehavioral fields, to describe how these beliefs are embedded in the brain\'s prediction models to generate a series of expectations/perceptions around the level of safety/threat in different contexts. As such, these beliefs may predict how one experiences and responds to pain, with potentially significant implications for the development and management of chronic pain. Little attention has been directed to the effect of adult attachment style on pain in research studies and in the clinical setting. Using interdisciplinary evidence, we argue why we think this interaction merits further consideration and research. PERSPECTIVE: This review explores the influence of attachment styles on pain perception, suggesting a link between social connections and chronic pain development. It aligns with recent calls to emphasize the social context in pain research and advocates for increased focus on adult attachment styles in research and clinical practice.
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  • 文章类型: Journal Article
    目的:探索安详在老年人依恋方式和死亡焦虑之间的关系中的中介作用设计:在流行病学指南中加强观察性研究报告后的描述性相关研究设计。
    方法:数据来自参加三个俱乐部的250名老年人。
    方法:阿拉伯死亡焦虑量表,简短的宁静尺度,使用修订后的成人依恋量表收集数据。
    结果:大多数参与者表现出高度的宁静,有不同程度的依恋风格和死亡焦虑。相关分析表明死亡焦虑和宁静之间存在显著负相关,以及附件样式。安全依恋方式与宁静呈正相关,与死亡焦虑呈负相关。路径分析显示,宁静部分介导了依恋方式与死亡焦虑之间的关系。
    结论:培养安全的依恋和促进宁静,以减轻老年人的死亡焦虑,通过知情干预提高晚年生活的心理健康。
    OBJECTIVE: Explore the mediating effect of serenity in the relationships between attachment styles and death anxiety among older adults DESIGN: A descriptive correlational research design following Strengthening Reporting of Observational Studies in Epidemiology guidelines.
    METHODS: Data were collected from 250 older adults attending three clubs.
    METHODS: Arabic Scale of Death Anxiety, Brief Serenity Scale, and Revised Adult Attachment Scale were used to collect data.
    RESULTS: Most participants exhibited high levels of serenity, with varying degrees of attachment styles and death anxiety. Correlation analysis indicates significant negative associations between death anxiety and serenity, as well as attachment styles. Secure attachment styles were positively correlated with serenity and negatively with death anxiety. Path analysis revealed that serenity partially mediated the relationship between attachment styles and death anxiety.
    CONCLUSIONS: Fostering secure attachments and promoting serenity to mitigate death anxiety in older adults, enhancing later-life psychological well-being through informed interventions.
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  • 文章类型: Journal Article
    COVID-19大流行导致许多夫妇呆在家里,与他人的接触很少。随着社会距离措施减少与外部家庭的接触,许多合作伙伴只能寻求彼此的支持。在两项使用顺序混合方法设计的研究中,我们调查了COVID-19期间恋爱关系中的寻求支持行为。在定性研究中,半结构化访谈(n=48)显示了合作伙伴在如何以及为什么寻求支持方面的差异,并初步考虑了依恋的作用.我们确定了以下主题:直接寻求支持,间接寻求支持,(在)依赖,和性别动态。在定量研究中(n=588),高COVID-19担心,高依恋焦虑,低依恋回避与更多的支持寻求相关。有趣的是,我们还发现,当COVID-19的担忧很高时,高依恋回避的个体更有可能报告寻求支持.本文对COVID-19对恋爱关系中寻求支持行为的影响提供了独特的见解。
    The COVID-19 pandemic led many couples to stay at home together with minimal contact with others. As social distancing measures reduced contact with outside households, many partners could seek support only from one another. In two studies using a sequential mixed methods design, we investigated support-seeking behaviors in romantic relationships during COVID-19. In the qualitative study, semi-structured interviews (n = 48) showed differences in how and why partners seek support with an initial consideration of the role of attachment. We identified the following themes: direct support-seeking, indirect support-seeking, (in)dependence, and gender dynamics. In the quantitative study (n = 588), high COVID-19 worry, high attachment anxiety, and low attachment avoidance were associated with more support-seeking. Interestingly, we also found that when COVID-19 worry was high, individuals high in attachment avoidance were more likely to report seeking support. The paper provides a unique insight into the impact of COVID-19 on support-seeking behaviors in romantic relationships.
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  • 文章类型: Journal Article
    背景:情绪调节,个人管理和修改他们的情感体验的过程,表达式,以及适应性导航和应对各种情况的反应,在日常生活中起着至关重要的作用。我们的研究调查了具有不同依恋风格(AS)的个体之间情绪调节策略的变化。具体来说,我们研究个人如何安全,焦虑,回避,恐惧依恋风格有效地利用认知重估和表达抑制来调节他们的情绪。
    方法:总共有98名成年人被指示参加,重新评估,或在实验性情绪调节任务中从国际情感图片系统(IAPS)观看负面和中性图像时抑制他们的情绪。完成任务后,参与者对图像引起的效价和唤醒进行了评级。使用ECR-12问卷测量依恋风格,然后将其分为四种AS。
    结果:我们的研究表明,患有安全AS(n=39)的个体通过认知重新评估有效地减少了不愉快,但由于表达抑制而经历了不愉快的水平。焦虑的AS(n=16)个体通过认知重新评估成功地减少了不悦,但难以调节唤醒并有效地使用表达抑制。回避AS(n=24)个体可以减少两种策略的不悦,但在抑制尝试期间经历了很高的唤醒。恐惧的AS(n=19)个体使用两种策略有效地调节了不愉快和唤醒。然而,安全的AS个体表现出优越的重新评估效能,与恐惧AS组相比,唤醒水平显着降低。相对于基线,安全和回避AS组在重新评估期间都经历了更高的效价,表示不愉快的减少。
    结论:患有不同AS的个体在使用情绪调节策略的有效性方面表现出差异。我们的发现加强了AS在塑造情绪调节过程中的重要性,并强调需要量身定制的方法来支持具有不同依恋取向的个体。
    BACKGROUND: Emotion regulation, the process by which individuals manage and modify their emotional experiences, expressions, and responses to adaptively navigate and cope with various situations, plays a crucial role in daily life. Our study investigates the variations in emotion regulation strategies among individuals with different attachment styles (AS). Specifically, we examine how individuals with secure, anxious, avoidant, and fearful attachment styles effectively utilize cognitive reappraisal and expressive suppression to regulate their emotions.
    METHODS: A total of n = 98 adults were instructed to attend, reappraise, or suppress their emotions while viewing negative and neutral images from the International Affective Picture System (IAPS) in an experimental emotion regulation task. After completing the task, participants rated the valence and arousal elicited by the images. Attachment styles were measured using the ECR-12 questionnaire and then categorized into four AS.
    RESULTS: Our study revealed that individuals with secure AS (n = 39) effectively reduced displeasure through cognitive reappraisal but experienced levels of displeasure with expressive suppression. Anxious AS (n = 16) individuals successfully reduced displeasure using cognitive reappraisal but struggled to regulate arousal and effectively use expressive suppression. Avoidant AS (n = 24) individuals could reduce displeasure with both strategies but experienced high arousal during suppression attempts. Fearful AS (n = 19) individuals effectively regulated both displeasure and arousal using either strategy. However, Secure AS individuals showed superior reappraisal efficacy, significantly reducing arousal levels compared to the Fearful AS group. Both Secure and Avoidant AS groups experienced higher valence during reappraisal relative to a baseline, indicating a decrease in displeasure.
    CONCLUSIONS: Individuals with different AS exhibit variations in the effectiveness of their use of emotion regulation strategies. Our findings reinforce the significance of AS in shaping emotion regulation processes and emphasize the need for tailored approaches to support individuals with different attachment orientations.
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  • 文章类型: Journal Article
    年轻人之间亲密伴侣关系中的暴力已成为一个全球性的健康问题,因为它普遍存在并对身心健康产生负面影响。问题的严重性引起了大量的研究,这些研究试图找到与年轻夫妇受害有关的变量(例如,附件样式,情绪调节技巧或同理心,除其他外)。此外,传统上,其中许多调查仅在性别暴力方法中考虑了女性受害者的观点。然而,最近,越来越多的证据表明,在年轻的人际关系中存在相互暴力。这些发现,结合对这一现象的简单解释,已经证明不足以阻止它。在这种情况下,这项研究的主要目的是调查与约会暴力相关的一些变量如何相互作用,修改年轻人遭受的相互暴力和锻炼。考虑到这一点,对557名智利人的样本进行了不同的工具(亲密关系经历量表(ECR-R);情绪调节困难量表(DERS-E);基本同理心量表(BES);多维夫妻暴力量表(EMVN)).对结果的分析,在构建适度调解模式的基础上,揭示了情绪调节中的困难是亲密伴侣关系中暴力的预测因素,其对暴力行使的直接和间接影响可以通过该伴侣的依恋风格来缓和。研究结果还表明,同理心和暴力之间没有关联,他们强调男人和女人同时是受害者和侵略者。这表明需要考虑针对两性的预防和干预战略,因为亲密伴侣的暴力是相互的和互惠的。
    Violence in intimate partner relationships among young adults has become a global health problem given its prevalence and its negative effects on physical and psychological well-being. The severity of the problem has given rise to a large body of research that has attempted to find the variables associated with victimization in young couples (for example, attachment style, emotional regulation skills or empathy, among others). Moreover, traditionally, many of these investigations have only considered the point of view of female victims within a gender violence approach. However, in recent times, more and more evidence of the existence of mutual violence in young relationships has been found. These findings, combined with simplistic explanations of the phenomenon, have proven to be insufficient to prevent it. In this context, the main objective of this study was to investigate how some variables linked to dating violence interact with each other, modifying the mutual violence young people suffer and exercise. Considering this, different instruments were administered (the Experience in Close Relationships Scale (ECR-R); Difficulties in Emotional Regulation Scale (DERS-E); Basic Empathy Scale (BES); and Multidimensional Couple Violence Scale (EMVN)) to a sample of 557 young Chileans. The analysis of the results, based on the construction of a moderated mediation model, reveals that difficulties in emotional regulation are a predictor of violence in intimate partner relationships, whose direct and indirect effects on the violence exercised can be moderated by that partner\'s attachment style. The findings also reveal that there is no association between empathy and violence, and they highlight that both men and women are victims and aggressors at the same time. This demonstrate the need to consider prevention and intervention strategies aimed at both sexes, since intimate partner violence is mutual and reciprocal.
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  • 文章类型: Journal Article
    目的:妊娠期糖尿病(GDM)是妊娠期常见的并发症,需要有效的自我管理,这可能会受到疾病观念的影响。此外,行为调节会受到依恋风格的影响。因此,我们的研究旨在确定常见的GDM感知特征并检验其与依恋风格的关联.
    方法:在这项横断面研究中,446名妇女完成了关系问卷(RQ),简要疾病感知问卷(BIPQ),以及关于GDM诊断的其他项目,信息,能力,坚持,行为改变。进行潜在谱分析(LPA)以确定GDM感知谱。随后进行多项逻辑回归以计算GDM感知概况与依恋风格之间的关联。
    结果:出现了三个不同的特征:应对(n=172,38.6%)-以最积极的GDM感知为特征,负担(n=222,49.8%)-表明疾病的情感负担,和无资源(n=52,11.7%)-报告缺乏资源(即信息,能力)。具有不安全依恋风格的女性更有可能发展出沉重的GDM感知特征。具体来说,恐惧的表达(OR=1.184[95CI:1.03;1.36],p=0.016)和全神贯注(OR=1.154[95CI:1.01;1.32],p=0.037)附件样式增加了负担感轮廓的可能性,而安全的附件样式(OR=10.791[95CI:0.65;0.96],p=0.017)降低了发展无资源GDM感知特征的可能性。
    结论:确定了三个GDM感知谱,并确认了依恋方式在塑造这些感知中的作用。需要进一步的研究来调查基于主要依恋方式的定制治疗方法是否可以导致更积极的GDM认知。改善血糖控制,和更好的围产期结局。
    OBJECTIVE: Gestational diabetes (GDM) is a prevalent complication in pregnancy that requires effective self-management, which can be influenced by illness perceptions. Moreover, behavioral regulation can be affected by attachment styles. Thus, our study aimed to identify common GDM perception profiles and test their association with attachment styles.
    METHODS: In this cross-sectional study, 446 women completed the Relationship Questionnaire (RQ), the Brief Illness Perception Questionnaire (BIPQ), and additional items about GDM diagnosis, information, competence, adherence, behavioral change. Latent profile analysis (LPA) was conducted to determine GDM perception profiles. Multinomial logistic regression followed to calculate the association between GDM perception profiles and attachment styles.
    RESULTS: Three distinct profiles emerged: coping (n = 172, 38.6%)-characterized by the most positive GDM perception, burdened (n = 222, 49.8%)-indicating the emotional burden of the disease, and resourceless (n = 52, 11.7%)-reporting lack of resources (i.e. information, competence). Women with insecure attachment styles were more likely to develop a burdened GDM perception profile. Specifically, the expression of a fearful (OR = 1.184 [95%CI: 1.03; 1.36], p = 0.016) and a preoccupied (OR = 1.154 [95%CI: 1.01; 1.32], p = 0.037) attachment style increased the likelihood for a burdened perception profile, while a secure attachment style (OR = 10.791 [95%CI: 0.65; 0.96], p = 0.017) decreased likelihood for developing resourceless GDM perception profile.
    CONCLUSIONS: Three GDM perception profiles were identified and the role of attachment styles in shaping these perceptions was confirmed. Further studies are needed to investigate whether a tailored treatment approach based on the predominant attachment style could lead to more positive GDM perceptions, improved glycemic control, and better perinatal outcomes.
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  • 文章类型: Journal Article
    伴侣偏好是关系形成和进化适合度的重要差异,根据个人的不同,生态,和社会因素。在这项研究中,我们评估了对智力偏好的变化,仁慈,身体吸引力,健康,巴西样本中不同性别和性取向的个体之间的社会经济水平。我们分析了778个异性恋者的偏好得分,双性恋,和同性恋男性和女性在三个预算伴侣设计任务(低与中等vs.高预算)及其与社会性的联系,附件样式,一夫一妻制,并愿意从事短期和长期的关系。结果表明,全球特征偏好顺序,智力排名第一,其次是善良,身体吸引力,健康,最后是社会经济地位。典型的性别差异主要在异性恋群体中观察到,性别和性取向的特定组合与对身体吸引力的偏好变化有关,仁慈,和社会经济地位。我们还发现了其他变量与伴侣偏好以及参与短期或长期关系的意愿之间的独特关联。通过探索来自拉丁美洲国家的非异性恋者的伴侣偏好,一个在进化心理学研究中代表性不足的群体,我们的结果有助于理解指导伴侣偏好和人类性行为的普遍和特定因素。
    Partner preferences are an important differential in relationship formation and evolutionary fitness, and vary according to individual, ecological, and social factors. In this study, we evaluated the variation in preference for intelligence, kindness, physical attractiveness, health, and socioeconomic level among individuals of different sexes and sexual orientations in a Brazilian sample. We analyzed the preference scores of 778 heterosexual, bisexual, and homosexual men and women in three budgeted mate design tasks (low vs. medium vs. high budget) and their association with sociosexuality, attachment styles, homogamy, and willingness to engage in short- and long-term relationships. Results indicated a global trait preference order, with intelligence ranking first, followed by kindness, physical attractiveness, health, and lastly by socioeconomic status. Typical sex differences were observed mostly within the heterosexual group, and specific combinations of sex and sexual orientation were linked to variation in preference for physical attractiveness, kindness, and socioeconomic status. We also found unique associations of the other variables with partner preferences and with willingness to engage in short- or long-term relationships. By exploring the partner preferences of non-heterosexual individuals from a Latin American country, an underrepresented group in evolutionary psychology research, our results help understand the universal and specific factors that guide partner preferences and human sexual behavior.
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  • 文章类型: Clinical Study
    在科学文献中,使用AI算法预测依恋风格仍然相对未被探索。本研究通过使用EEG数据来评估ROCKET驱动特征与经典特征的有效性来解决这一差距。两者都使用XGBoost机器学习算法进行分析,用于对\'安全\'或\'不安全\'附件样式进行分类。参与者,20-35岁的工程专业四年级学生,首先填写ECR-R问卷。然后,一个子集在执行ArrowFlanker任务时进行了EEG会话,接收每次试验的成功或失败反馈。我们的发现揭示了这两个特征集的有效性。具有ROCKET派生特征的数据集在分类“不安全”附件样式时显示出88.41%的真阳性率(TPR),与经典特征数据集相比,这也取得了显著的TPR。视觉表示进一步支持ROCKET派生的功能,熟练地识别不安全的附件倾向,而经典特征在分类精度上表现出局限性。虽然火箭衍生的特征表现出更高的TPR,经典特征也表现出了实质性的预测能力。总之,这项研究推进了人工智能在心理评估中的整合,强调特征选择对特定数据集和应用程序的重要性。虽然这两个特征集有效地对基于EEG的附件样式进行了分类,ROCKET派生的功能展示了跨多个指标的卓越性能,使他们成为本研究的首选。
    Predicting attachment styles using AI algorithms remains relatively unexplored in scientific literature. This study addresses this gap by employing EEG data to evaluate the effectiveness of ROCKET-driven features versus classic features, both analyzed using the XGBoost machine learning algorithm, for classifying \'secure\' or \'insecure\' attachment styles.Participants, fourth-year engineering students aged 20-35, first completed the ECR-R questionnaire. A subset then underwent EEG sessions while performing the Arrow Flanker Task, receiving success or failure feedback for each trial.Our findings reveal the effectiveness of both feature sets. The dataset with ROCKET-derived features demonstrated an 88.41% True Positive Rate (TPR) in classifying \'insecure\' attachment styles, compared to the classic features dataset, which achieved a notable TPR as well. Visual representations further support ROCKET-derived features\' proficiency in identifying insecure attachment tendencies, while the classic features exhibited limitations in classification accuracy. Although the ROCKET-derived features exhibited higher TPR, the classic features also presented a substantial predictive ability.In conclusion, this study advances the integration of AI in psychological assessments, emphasizing the significance of feature selection for specific datasets and applications. While both feature sets effectively classified EEG-based attachment styles, the ROCKET-derived features demonstrated a superior performance across multiple metrics, making them the preferred choice for this study.
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