Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review

IF 4.7 2区 心理学 Q1 PSYCHOLOGY, DEVELOPMENTAL Adolescent Research Review Pub Date : 2021-05-21 DOI:10.1007/s40894-021-00160-7
Caspar J. van Lissa
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引用次数: 5

Abstract

Adolescence is a developmentally sensitive period for emotion regulation with potentially lifelong implications for mental health and well-being. Although substantial empirical research has addressed this topic, the literature is fragmented across subdisciplines, and an overarching theoretical framework is lacking. The first step toward constructing a unifying framework is identifying relevant phenomena. This systematic review of 6305 articles used text mining to identify phenomena relevant to adolescents’ emotion regulation. First, a baseline was established of relevant phenomena discussed in theory and recent narrative reviews. Then, article keywords and abstracts were analyzed using text mining, examining term frequency as an indicator of relevance and term co-occurrence as an indicator of association. The results reflected themes commonly featured in theory and narrative reviews, such as socialization and neurocognitive development, but also identified undertheorized themes, such as developmental disorders, physical health, external stressors, structural disadvantage, substance use, identity and moral development, and sexual development. The findings illustrate how text mining systematic reviews, a novel approach, may complement narrative reviews. Future theoretical work might integrate these undertheorized themes into an overarching framework, and empirical research might consider them as promising areas for future research, or as potential confounders in research on adolescents’ emotion regulation.

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青少年情绪调节相关的映射现象:文本挖掘系统综述
青春期是情绪调节的发育敏感期,可能会对心理健康和幸福产生终身影响。尽管大量的实证研究已经涉及到这一主题,但文献在各个分支学科中都很零散,缺乏总体的理论框架。构建统一框架的第一步是识别相关现象。这篇对6305篇文章的系统综述使用文本挖掘来识别与青少年情绪调节相关的现象。首先,建立了理论和最近叙事评论中讨论的相关现象的基线。然后,使用文本挖掘对文章关键词和摘要进行分析,将术语频率作为相关性指标,将术语共现作为关联指标。研究结果反映了理论和叙事评论中常见的主题,如社会化和神经认知发展,但也确定了理论不足的主题,例如发育障碍、身体健康、外部压力源、结构劣势、物质使用、身份和道德发展以及性发展。研究结果表明,文本挖掘系统评论作为一种新颖的方法,可以补充叙事评论。未来的理论工作可能会将这些理论不足的主题整合到一个总体框架中,实证研究可能会将其视为未来研究的有希望的领域,或视为青少年情绪调节研究的潜在混杂因素。
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来源期刊
Adolescent Research Review
Adolescent Research Review PSYCHOLOGY, DEVELOPMENTAL-
CiteScore
10.40
自引率
0.00%
发文量
17
期刊介绍: Adolescent Research Review publishes articles that review important contributions to the understanding of adolescence.  The Review draws from the many subdisciplines of developmental science, psychological science, education, criminology, public health, medicine, social work, and other allied disciplines that address the subject of youth and adolescence. The editors are especially interested in articles that bridge gaps between disciplines or that focus on topics that transcend traditional disciplinary boundaries.  Reviews must be cutting edge and comprehensive in the way they advance science, practice or policy relating to adolescents.
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